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#DoNotComply_2021-10-11_08-56-13.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
October 11, 2021
Short Description:
#DoNotComply via NodeXL https://bit.ly/3oVRFR1
@realcandaceo
@ozraeliavi
@aliciasmith987
@deathmetalv
@southwestair
@atensnut
@canadiangirls99
@tomilahren
@andrew_parker7
@drmadej

Top hashtags:
#donotcomply
#novaccinemandates
#resist
#novaccinepassports
#standup

Description:
Description
The graph represents a network of 11,680 Twitter users whose recent tweets contained "#DoNotComply", 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, 11 October 2021 at 16:33 UTC.

The tweets in the network were tweeted over the 7-hour, 26-minute period from Monday, 11 October 2021 at 08:30 UTC to Monday, 11 October 2021 at 15:56 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 : 11680
Unique Edges : 17066
Edges With Duplicates : 2616
Total Edges : 19682
Number of Edge Types : 5
Retweet : 14768
MentionsInRetweet : 1003
Tweet : 2729
Replies to : 770
Mentions : 412
Self-Loops : 2771
Reciprocated Vertex Pair Ratio : 0.000623441396508728
Reciprocated Edge Ratio : 0.00124610591900312
Connected Components : 1391
Single-Vertex Connected Components : 1156
Maximum Vertices in a Connected Component : 9808
Maximum Edges in a Connected Component : 17504
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.002916
Graph Density : 0.000117659374571148
Modularity : 0.635174
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 11,680 Twitter users whose recent tweets contained "#DoNotComply", 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, 11 October 2021 at 16:33 UTC.

The tweets in the network were tweeted over the 7-hour, 26-minute period from Monday, 11 October 2021 at 08:30 UTC to Monday, 11 October 2021 at 15:56 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 : #DoNotComply
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:
[2302] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[462] https://twitter.com/jackposobiec/status/1447329366162264071
[74] https://twitter.com/johncardillo/status/1447231922208378888
[65] https://www.law.cornell.edu/cfr/text/14/117.5
[54] https://www.youtube.com/watch?v=7A_pda0MhWs

[53] https://twitter.com/lukewearechange/status/1447288378559451149
[44] https://twitter.com/OzraeliAvi/status/1447393880731652101
[40] https://twitter.com/bennyjohnson/status/1447533987770023941
[33] https://twitter.com/Americanka4/status/1440356826608848896
[32] https://twitter.com/ozraeliavi/status/1447393880731652101

Top URLs in Tweet in G1:
[3] https://twitter.com/jackposobiec/status/1447329366162264071
[3] https://twitter.com/RonFilipkowski/status/1447314066586865667
[3] https://twitter.com/laurapcd1/status/1447525225902526466
[3] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[2] https://twitter.com/GeekFreakBoutiq/status/1447517487780843523
[2] https://twitter.com/ShutUpAmanda/status/1447575257221459974
[2] https://mavenroundtable.io/theintellectualist/news/kremlin-behind-anti-vaccine-disinformation-campaign-as-measles-cases-explode
[2] https://twitter.com/WriterEbony/status/1447121448611450883
[2] https://www.fda.gov/media/151710/download
[2] https://twitter.com/BeauTFC/status/1447326304236449795

Top URLs in Tweet in G2:
[288] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[91] https://twitter.com/jackposobiec/status/1447329366162264071
[69] https://twitter.com/johncardillo/status/1447231922208378888
[51] https://twitter.com/lukewearechange/status/1447288378559451149
[33] https://twitter.com/Americanka4/status/1440356826608848896
[27] https://twitter.com/Psythor/status/1056811593177227264
[14] https://twitter.com/WalesOnline/status/1447210713349509124
[12] https://www.law.cornell.edu/cfr/text/14/117.5
[9] https://twitter.com/Gatekeeper_1111/status/1445802745886232577
[9] https://twitter.com/bennyjohnson/status/1447533987770023941

Top URLs in Tweet in G3:
[1728] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[4] https://twitter.com/realcandaceo/status/1447415622275637248
[4] https://twitter.com/ozraeliavi/status/1447393880731652101
[3] https://twitter.com/DeathMetalV/status/1447519546416455682
[2] https://www.rollingstone.com/music/music-features/eric-clapton-vaccine-lockdown-racist-comments-1239027/amp/?__twitter_impression=true
[2] https://twitter.com/CarlosSimancas/status/1444721971074379784
[2] https://twitter.com/canadiangirls99/status/1447468437832290307
[2] https://twitter.com/I_Kill_Art_Hoes/status/1447299133862199302
[2] https://www.independent.co.uk/voices/candace-owens-george-floyd-gofundme-crimes-prison-uncle-tom-trump-a9558791.html
[1] https://twitter.com/bennyjohnson/status/1447533987770023941

Top URLs in Tweet in G4:
[126] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[6] https://twitter.com/RealCandaceO/status/1447415622275637248
[4] https://genuineprospect.com/blog/
[3] https://twitter.com/ChrisJLarson/status/1447559652208779267
[2] https://twitter.com/drsusanshaw/status/1446154211482341384
[2] https://twitter.com/johncardillo/status/1447231922208378888
[2] https://twitter.com/jackposobiec/status/1447329366162264071
[2] https://twitter.com/NewsNationNow/status/1447542674572075014
[2] https://twitter.com/DearAuntCrabby/status/1447523378064203779
[2] https://twitter.com/CrypticMj/status/1447390935524855808

Top URLs in Tweet in G5:
[14] https://twitter.com/bennyjohnson/status/1447533987770023941
[12] https://twitter.com/OzraeliAvi/status/1447393880731652101
[7] https://twitter.com/ozraeliavi/status/1447393880731652101
[7] https://twitter.com/RealCandaceO/status/1447415622275637248
[6] https://twitter.com/AliciaSmith987/status/1447485393008476166
[6] https://twitter.com/realcandaceo/status/1447415622275637248
[5] https://twitter.com/atensnut/status/1447337958504345601
[4] https://twitter.com/aliciasmith987/status/1447485393008476166
[3] https://twitter.com/TomiLahren/status/1447390943578107907
[3] https://1various.blogspot.com/2021/10/girls-love-christmas-t-shirt.html#AlyGoni

Top URLs in Tweet in G6:
[3] https://twitter.com/mike_the_mauler/status/1447572965055336453?s=20
[1] https://twitter.com/DeathMetalV/status/1447519546416455682
[1] https://cult-escape.com/help/

Top URLs in Tweet in G7:
[342] https://twitter.com/jackposobiec/status/1447329366162264071
[87] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[4] https://twitter.com/afneil/status/1447170702675779586
[3] https://twitter.com/del_vol/status/1447573089043107854
[3] https://twitter.com/JackPosobiec/status/1447329366162264071
[2] https://twitter.com/artvalley818_/status/1447548969022902277
[2] https://twitter.com/johncardillo/status/1447231922208378888
[2] https://www.politico.com/states/california/story/2021/03/15/why-newsom-still-isnt-getting-the-vaccine-1368177
[2] https://twitter.com/mvaljas/status/1447315230317596681
[1] https://twitter.com/ksimp2123/status/1447580324335075330

Top URLs in Tweet in G8:
[12] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[9] https://twitter.com/Gatekeeper_1111/status/1445802745886232577
[5] https://twitter.com/jackposobiec/status/1447329366162264071
[2] https://www.frontiersin.org/articles/10.3389/fnins.2019.00112/full
[2] https://twitter.com/OzraeliAvi/status/1447393880731652101
[2] https://twitter.com/cynthiamckinney/status/1447550013253595142
[1] https://www.bitchute.com/video/od4800PdR8Cu/
[1] https://twitter.com/Irma_Spikeymama/status/1447558450012164104
[1] https://twitter.com/GeekFreakBoutiq/status/1447517487780843523
[1] https://twitter.com/drsusanshaw/status/1446154211482341384

Top URLs in Tweet in G9:
[6] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[5] https://twitter.com/bennyjohnson/status/1447533987770023941
[2] https://twitter.com/jackposobiec/status/1447329366162264071
[2] https://twitter.com/jbinnall/status/1447526517672660996
[2] https://twitter.com/NickForVA/status/1447271937433034754
[2] https://www.bostonherald.com/2021/09/14/editorials-political-elites-exempt-from-vax-mandates/amp/
[2] https://twitter.com/Vigilant_/status/1446888811376615429
[1] https://twitter.com/a_raymond_/status/1447576247068995587
[1] https://twitter.com/Tinkzorg/status/1447476210204819457
[1] https://twitter.com/atensnut/status/1447337958504345601

Top URLs in Tweet in G10:
[52] https://www.law.cornell.edu/cfr/text/14/117.5
[12] https://www.dailymail.co.uk/news/article-10078079/Hundreds-thousands-U-S-service-members-remain-unvaccinated-against-COVID-deadline-nears.html
[7] https://nationalfile.com/resistance-donotcomply-novaccinemandates-trend-amid-airline-vaccine-showdown-thousands-of-flights-cancelled/
[5] https://twitter.com/jackposobiec/status/1447329366162264071
[4] https://twitter.com/bennyjohnson/status/1447533987770023941
[4] https://twitter.com/charlesrcherry/status/1447582613347000320
[3] https://twitter.com/EWErickson/status/1446904872129945602
[2] https://twitter.com/CaptHogman/status/1447566057141465089
[2] https://twitter.com/trevmane/status/1446900687904940042
[1] https://rightsfreedoms.wordpress.com/2021/05/07/pfizer-document-confirms-covid-vaccine-shedding-leading-to-menstrual-cycle-disruption-and-miscarriage-is-possible-via-skin-to-skin-contac/amp/

Top Domains
Top Domains in Tweet in Entire Graph:
[2304] co.uk
[1513] twitter.com
[107] youtube.com
[65] cornell.edu
[30] interestoutfit.com
[22] ctpost.com
[15] fiverr.com
[8] nationalfile.com
[7] instagram.com
[6] spotify.com

Top Domains in Tweet in G1:
[33] twitter.com
[3] co.uk
[2] mavenroundtable.io
[2] fda.gov
[1] youtube.com
[1] forbes.com
[1] facebook.com
[1] com.au
[1] bmj.com

Top Domains in Tweet in G2:
[468] twitter.com
[288] co.uk
[12] cornell.edu
[5] youtube.com
[3] chicagotribune.com
[3] newsbreak.com
[2] kxxv.com
[2] infowars.com
[1] substack.com
[1] bostonherald.com

Top Domains in Tweet in G3:
[1730] co.uk
[31] twitter.com
[2] rollingstone.com
[1] medium.com

Top Domains in Tweet in G4:
[126] co.uk
[47] twitter.com
[4] genuineprospect.com
[1] bloomberg.com
[1] americasfrontlinedoctors.org

Top Domains in Tweet in G5:
[212] twitter.com
[30] interestoutfit.com
[17] youtube.com
[13] fiverr.com
[5] instagram.com
[4] newskingtracker.com
[3] medium.com
[3] blogspot.com
[3] creator-spring.com
[3] linkedin.com

Top Domains in Tweet in G6:
[4] twitter.com
[1] cult-escape.com

Top Domains in Tweet in G7:
[362] twitter.com
[87] co.uk
[2] politico.com

Top Domains in Tweet in G8:
[22] twitter.com
[12] co.uk
[2] frontiersin.org
[1] bitchute.com
[1] thecoloradoherald.com

Top Domains in Tweet in G9:
[18] twitter.com
[6] co.uk
[2] bostonherald.com
[1] thegatewaypundit.com

Top Domains in Tweet in G10:
[52] cornell.edu
[30] twitter.com
[12] co.uk
[7] nationalfile.com
[1] wordpress.com
[1] cnbc.com
[1] uplift.love
[1] nomorefakenews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18202] donotcomply
[1216] novaccinemandates
[824] resist
[451] novaccinepassports
[409] standup
[404] covid1984
[234] paris
[231] plandemic
[202] holdtheline
[173] resistance



Top Hashtags in Tweet in G1:
[3817] donotcomply
[313] novaccinemandates
[84] covidiots
[16] resist
[11] getvaccinatednow
[11] covid19
[9] canadahasfallen
[9] canada
[9] choicenotunemployment
[9] texastaliban

Top Hashtags in Tweet in G2:
[4961] donotcomply
[723] resist
[601] novaccinemandates
[384] novaccinepassports
[374] standup
[369] covid1984
[215] paris
[204] plandemic
[158] resistance
[154] rome

Top Hashtags in Tweet in G3:
[1963] donotcomply
[16] novaccinemandates
[15] resist
[9] novaccinepassports
[8] covid1984
[8] standup
[6] resistance
[5] australiahasfallen
[5] letsgobrandon
[4] rome

Top Hashtags in Tweet in G4:
[1724] donotcomply
[16] novaccinemandates
[11] resist
[7] novaccinepassports
[7] covid1984
[7] standup
[5] canadahasfallen
[5] canada
[5] choicenotunemployment
[5] letsgobrandon

Top Hashtags in Tweet in G5:
[1407] donotcomply
[54] novaccinemandates
[53] mondaythoughts
[47] nationalcomingoutday
[44] indigenouspeoplesday
[39] rhop
[32] mondaymotivation
[30] moneygrammonday
[27] chiefs
[26] southwest

Top Hashtags in Tweet in G6:
[1083] donotcomply
[44] donotcomplyanddie
[23] novaccinemandates
[4] fafo
[3] covidiots
[2] theyshouldjustcomply
[2] iwillnotcomply
[1] blacklivesmatter
[1] coercionisnotconsent
[1] canadahasfallen

Top Hashtags in Tweet in G7:
[594] donotcomply
[11] novaccinemandates
[7] notmypresident
[6] fakepresident
[3] canceledflights
[3] holdtheline
[2] imheretohelp
[2] southwestairlines
[2] novaccinepassportsanywhere
[2] letsgobrandon

Top Hashtags in Tweet in G8:
[283] donotcomply
[9] resist
[8] novaccinemandates
[6] novaccinepassports
[6] covid1984
[6] standup
[3] onpoli
[3] canpoli
[3] plandemic
[3] paris

Top Hashtags in Tweet in G9:
[217] donotcomply
[9] novaccinemandates
[9] novaccinepassports
[8] letsgobrandon
[3] fjb
[3] southwestemployees
[2] nationalcomingoutday
[2] paris
[2] covid1984
[2] standup

Top Hashtags in Tweet in G10:
[224] donotcomply
[52] southwest
[12] novaccinemandates
[5] mondaythoughts
[4] mondaymotivation
[4] ericclapton
[4] vaccinemandate
[2] godbless
[2] bigpharmatyranny
[2] prochoice

Top Words
Top Words in Tweet in Entire Graph:
[18266] #donotcomply
[3968] down
[3415] people
[2841] pilots
[2807] airlines
[2752] trending
[2520] comply
[2513] vax
[2507] one
[2425] refusing

Top Words in Tweet in G1:
[3817] #donotcomply
[1562] people
[1082] crowd
[780] trending
[760] trying
[685] done
[680] stopped
[679] convince
[396] vaccine
[375] america

Top Words in Tweet in G2:
[4964] #donotcomply
[1255] line
[848] mandates
[778] beliefs
[747] southwestair
[723] #resist
[718] pilots
[676] airlines
[621] tyranny
[601] #novaccinemandates

Top Words in Tweet in G3:
[1963] #donotcomply
[1743] airlines
[1739] one
[1737] comply
[1734] totalitarian
[1733] refusing
[1733] vax
[1733] good
[1733] regime
[1732] pilots

Top Words in Tweet in G4:
[1724] #donotcomply
[1396] down
[1273] others
[1273] still
[1272] trending
[1271] australia
[1270] freedom
[1269] tweet
[1268] police
[1268] night

Top Words in Tweet in G5:
[1407] #donotcomply
[160] people
[66] vaccine
[61] anti
[59] comply
[57] right
[54] #novaccinemandates
[54] vaccinated
[53] take
[53] #mondaythoughts

Top Words in Tweet in G6:
[1083] #donotcomply
[871] people
[784] floyd
[784] died
[783] george
[783] complied
[782] tweeted
[91] trending
[70] crowd
[59] re

Top Words in Tweet in G7:
[594] #donotcomply
[381] freedom
[347] tyranny
[346] against
[343] step
[343] toward
[343] take
[342] next
[342] flight
[342] cancelled

Top Words in Tweet in G8:
[283] #donotcomply
[188] don
[188] know
[188] transhumanism
[188] start
[188] researching
[188] today
[29] down
[23] freedom
[19] australia

Top Words in Tweet in G9:
[217] #donotcomply
[107] vaccine
[89] trending
[88] mandate
[83] line
[81] time
[81] hold
[80] deadlines
[80] near
[80] united

Top Words in Tweet in G10:
[224] #donotcomply
[64] under
[61] mandate
[52] 14
[52] cfr
[52] 117
[52] require
[52] pilot
[52] fit
[52] duty

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2393] refusing,vax
[2316] hundreds,thousands
[2311] totalitarian,regime
[2309] shutting,down
[2307] regime,#donotcomply
[2306] down,airlines
[2306] one,anywhere
[2306] anywhere,comply
[2306] comply,totalitarian
[2305] vax,shutting

Top Word Pairs in Tweet in G1:
[1076] #donotcomply,crowd
[719] #donotcomply,trending
[680] done,#donotcomply
[679] crowd,stopped
[679] stopped,trying
[679] trying,convince
[679] convince,people
[336] many,people
[300] #novaccinemandates,#donotcomply
[298] trending,scary

Top Word Pairs in Tweet in G2:
[471] hold,line
[437] medical,tyranny
[435] back,against
[433] pushing,back
[431] against,medical
[431] power,bring
[431] halt,#donotcomply
[430] proud,single
[430] single,southwestair
[430] southwestair,employee

Top Word Pairs in Tweet in G3:
[1733] totalitarian,regime
[1731] one,anywhere
[1731] anywhere,comply
[1731] comply,totalitarian
[1731] regime,#donotcomply
[1730] refusing,vax
[1729] hundreds,thousands
[1729] thousands,troops
[1729] troops,remain
[1729] remain,unvaccinated

Top Word Pairs in Tweet in G4:
[1268] tweet,#donotcomply
[1267] fun,fact
[1266] encourage,others
[1266] show,dead
[1266] dead,night
[1266] night,arrest
[1265] fact,australia
[1265] australia,tweet
[1265] #donotcomply,encourage
[1265] others,police

Top Word Pairs in Tweet in G5:
[37] #donotcomply,trending
[34] #donotcomply,crowd
[30] #rhop,#moneygrammonday
[30] #moneygrammonday,#donotcomply
[27] #indigenouspeoplesday,#nationalcomingoutday
[25] #nationalcomingoutday,#mondaymotivation
[23] #donotcomply,#novaccinemandates
[23] #donotcomply,#donotcomply
[22] anti,vaxxers
[22] #donotcomply,#indigenouspeoplesday

Top Word Pairs in Tweet in G6:
[783] george,floyd
[783] floyd,died
[782] #donotcomply,tweeted
[782] tweeted,people
[782] people,george
[782] died,complied
[90] #donotcomply,trending
[70] #donotcomply,crowd
[47] done,#donotcomply
[47] crowd,stopped

Top Word Pairs in Tweet in G7:
[343] step,toward
[343] toward,freedom
[342] next,flight
[342] flight,cancelled
[342] cancelled,stuck
[342] stuck,dallas
[342] dallas,until
[342] until,tomorrow
[342] tomorrow,small
[342] small,price

Top Word Pairs in Tweet in G8:
[188] don,know
[188] know,transhumanism
[188] transhumanism,start
[188] start,researching
[188] researching,today
[188] today,#donotcomply
[17] fun,fact
[17] fact,australia
[17] australia,tweet
[17] tweet,#donotcomply

Top Word Pairs in Tweet in G9:
[81] #donotcomply,trending
[81] hold,line
[80] vaccine,mandate
[80] mandate,deadlines
[80] deadlines,near
[80] near,#donotcomply
[80] trending,united
[80] united,states
[80] states,damn
[80] damn,time

Top Word Pairs in Tweet in G10:
[52] 14,cfr
[52] cfr,117
[52] 117,require
[52] require,pilot
[52] pilot,fit
[52] fit,duty
[52] duty,lot
[52] lot,under
[52] under,stress
[52] stress,dealing

Top Replied-To
Top Replied-To in Entire Graph:
@theraseweeks
@jackposobiec
@ozraeliavi
@realcandaceo
@tomilahren
@southwestair
@treysongz
@lulz5wag
@atensnut
@geekfreakboutiq

Top Replied-To in G1:
@theraseweeks
@lulz5wag
@geekfreakboutiq
@aliciasmith987
@tandigi
@duty2warn
@saribethrose
@dreadfulcad11
@andrew_parker7
@ricardo96883735

Top Replied-To in G2:
@jackposobiec
@tomilahren
@southwestair
@donnalauria49
@thedamanifelder
@langmanvince
@thebradfordfile
@canadiangirls99
@fjoebiden1
@justlaelisa17

Top Replied-To in G3:
@realcandaceo
@fullerkyleen
@maajidnawaz
@tomilahren
@godmaid27sharon
@amtraknecalerts
@achi_net
@ericspracklen
@bmelader
@kryptickamikaze

Top Replied-To in G4:
@ozraeliavi
@danielandrewsmp
@langmanvince
@sinistrallean
@justdrewisme
@try_thinking0
@tandigi
@lulz5wag

Top Replied-To in G6:
@deathmetalv
@realaltee
@thetonymichaels
@etherealariella
@langmanvince

Top Replied-To in G7:
@atensnut
@meganslonemusic
@myndmaven
@disco_hits
@bmelader
@ricardo96883735
@tomilahren
@canadiangirls99
@veeteejay1
@lpnyofficial

Top Replied-To in G8:
@marcjr24
@ozraeliavi
@blackcatprowl3
@aliciasmith987
@jimijamjah
@australia

Top Replied-To in G9:
@potus
@sherylreb
@joebiden
@keigh_see
@ceefee1724
@kevinjosephkel1
@geekfreakboutiq
@sallymoore1234
@ajtrip3
@katywh20

Top Replied-To in G10:
@southwestair
@theflowernurse
@realcandaceo

Top Mentioned
Top Mentioned in Entire Graph:
@southwestair
@theblaze
@united
@joebiden
@americanair
@chiefs
@borisjohnson
@iromg
@mrmarkdolan
@calvinrobinson

Top Mentioned in G1:
@theraseweeks
@southwestair
@brandilerche
@datawookiee
@bmelader
@potus
@gop
@tandigi
@aliciasmith987
@lulz5wag

Top Mentioned in G2:
@southwestair
@united
@americanair
@borisjohnson
@iromg
@mrmarkdolan
@calvinrobinson
@tvkev
@danwootton
@twitter

Top Mentioned in G3:
@realcandaceo
@ericclapton
@southwestair
@grandmagrit
@joethompsonmd
@catchatori

Top Mentioned in G4:
@ozraeliavi
@danielandrewsmp
@clif_high
@avalon262
@theraseweeks
@southwestair

Top Mentioned in G6:
@maddog4biden
@realaltee
@southwestair

Top Mentioned in G7:
@atensnut
@southwestair
@meganslonemusic
@me386154451
@lpnh

Top Mentioned in G8:
@southwestair
@dlmonroe2
@deathmetalv
@irma_spikeymama
@australia
@gretchenl0703
@geekfreakboutiq
@drmadej
@destgc
@queensland

Top Mentioned in G9:
@joebiden
@southwestair
@potus
@sarabethrose
@swapapilots
@chi_un_lee
@vp
@speakerpelosi
@aa4325905766

Top Mentioned in G10:
@southwestair
@connpost

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@phildecarolis
@cagney1991
@lindaleeking
@united
@codedailybot
@bannerite
@manmet80
@sddphoto
@caligirlleftie

Top Tweeters in G1:
@cagney1991
@manmet80
@sddphoto
@kenkircher1
@rhiles2760
@katcapps
@phendricks71
@joekoffee
@billieo2
@maryalicebisho2

Top Tweeters in G2:
@americanair
@united
@caligirlleftie
@southwestair
@truckerbooman
@justwhatnowwhy
@ladydshops
@mboksr_maga
@concernedhigh
@janattheocean

Top Tweeters in G3:
@phildecarolis
@supersoftknits
@mooncindylu
@z_chrissie
@webb_carrie
@nebosa
@bigplaincircle
@massrealty
@boondockfinds
@jazzymsc

Top Tweeters in G4:
@purrpatrol
@pray_4truth
@kathyfisher10
@mlas
@cocothepatriot
@commonsense258
@onecauseatatime
@crawfishaka
@lebontravel
@blueteamga

Top Tweeters in G5:
@copyofone
@mtrushmore2016
@paulsorrentino3
@donna_west
@taradublinrocks
@craig_head1
@gegebebiii
@nancy_faust
@semperargentum
@utopianindigent

Top Tweeters in G6:
@bannerite
@betterw05759703
@vmbritsch
@allan_straarup
@tanis42
@march4progress
@mijomojo1
@thekoolcat01
@tati_vict
@gurrdygirl

Top Tweeters in G7:
@lindaleeking
@jgionova
@geanalyst
@miamipapers
@raeganlady
@lauriemettier
@2thedogpound
@lori_clydesdale
@zoom81
@mike71914654

Top Tweeters in G8:
@forgive_luv
@kimmierae61
@blgcdm
@patchabalgo
@werocktheplanet
@katmur23
@ron_zcnh
@southberryst
@museaimi
@royalnefertari

Top Tweeters in G9:
@fox19
@theresalrosa
@sameermohan2
@redrivergrl
@davidcosloff
@furriesrulz
@katywh20
@keigh_see
@vviewssonicmair
@bethemckenzie

Top Tweeters in G10:
@cherrybaysb
@grizzlyjoeshow
@debrabuenik
@joesixpacksays
@cptcookswife
@theflowernurse
@2braptured777
@whatzen
@neighhay
@uptowngirl2008


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