#BidenDisaster, Twitter, 9/14/2021 2:24:19 AM, 261979


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#BidenDisaster_2021-09-13_18-49-26.xlsx
#BidenDisaster_2021-09-13_18-49-26.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 14, 2021
Short Description:
#BidenDisaster via NodeXL https://bit.ly/3lCYvYD
@joebiden
@potus
@cartoonsben
@azgop
@memeistpappu
@justmelissa81
@amanbiede
@sir_jafks
@secblinken
@wseparates

Top hashtags:
#bidendisaster
#biden
#bidenmustresign
#bidenisadisgrace
#afghanistan
#bidenmustgo

Description:
Description
The graph represents a network of 6,727 Twitter users whose recent tweets contained "#BidenDisaster", 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 Tuesday, 14 September 2021 at 02:06 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 39-minute period from Sunday, 05 September 2021 at 14:06 UTC to Tuesday, 14 September 2021 at 01:46 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 : 6727
Unique Edges : 8713
Edges With Duplicates : 3681
Total Edges : 12394
Number of Edge Types : 5
Retweet : 3370
Tweet : 2940
MentionsInRetweet : 2837
Replies to : 1111
Mentions : 2136
Self-Loops : 3074
Reciprocated Vertex Pair Ratio : 0.00875837197320969
Reciprocated Edge Ratio : 0.017364657814096
Connected Components : 1831
Single-Vertex Connected Components : 1384
Maximum Vertices in a Connected Component : 3845
Maximum Edges in a Connected Component : 8764
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.207048
Graph Density : 0.00017309893191859
Modularity : 0.627158
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 6,727 Twitter users whose recent tweets contained "#BidenDisaster", 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 Tuesday, 14 September 2021 at 02:06 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 39-minute period from Sunday, 05 September 2021 at 14:06 UTC to Tuesday, 14 September 2021 at 01:46 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 : #BidenDisaster
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:
[74] https://twitter.com/charliespiering/status/1435307216454701058
[54] https://grrrgraphics.com/in-case-of-emergency-break-glass/
[50] https://www.newsmax.com/politics/white-house-biden-staff-television/2021/09/08/id/1035557/
[42] https://twitter.com/dejene_2011/status/1435293364841115648
[30] https://save-america2022.com/
[23] https://www.dailyhindnews.com/biden-under-pressure-as-ngo-says-flights-from-afghanistan-blocked-afghanistan/
[21] https://twitter.com/US_AU/status/1436396271951097857
[20] https://twitter.com/NaveedAJamali/status/1434707031924121602
[18] https://twitter.com/RNCResearch/status/1435650063435509764
[17] https://twitter.com/charliespiering/status/1436688502398328838

Top URLs in Tweet in G1:
[30] https://save-america2022.com/
[9] https://twitter.com/evanhill/status/1436422176425578496
[4] https://twitter.com/frances40996115/status/1436467880992940074
[3] https://m.tiktok.com/v/6997815373710003461.html?_d=secCgYIASAHKAESPgo8QFhyDdpRERTtj0tKX90fV4SwgtPphqYNiQXFxxN4KpzNzS%2BQt3kyH%2BQyHW%2FoGwlTI7o5YhZgJ2HOobBTGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAA6RG1feKccWrf6MwNlSfr2KfhdtVFwj0E3H_Tydzzgq8dWrNSVEhQrJuN_9b4Rt3T&share_app_name=musically&share_item_id=6997815373710003461&share_link_id=0a59dfea-f71c-46ed-9ad5-3c474e714ea1&source=h5_m×tamp=1630972106&u_code=dgd42jf4m7fg47&user_id=6915664071006454789&utm_campaign=client_share&utm_medium=android&utm_source=twitter
[3] https://twitter.com/JackPosobiec/status/1435610417435451392
[3] https://twitter.com/disclosetv/status/1436077575416258568
[3] https://www.foxnews.com/politics/biden-plan-for-forced-vaccinations-doesnt-include-illegal-immigrants
[3] https://twitter.com/DailyCaller/status/1436411836430262273
[3] https://www.dailymail.co.uk/news/article-9979199/US-drone-strike-Kabul-actually-killed-AID-WORKER-seven-children.html
[3] https://twitter.com/trumpjew2/status/1436872460490706948

Top URLs in Tweet in G2:
[60] https://twitter.com/charliespiering/status/1435307216454701058
[14] https://twitter.com/RNCResearch/status/1435650063435509764
[14] https://twitter.com/nypost/status/1435282581268750338
[9] https://twitter.com/DailyRuctions/status/1433105488854634502
[9] https://twitter.com/alexplitsas/status/1437034325082583041
[7] https://twitter.com/dlippman/status/1434587256489222146
[6] https://m.tiktok.com/v/7007382481997548805.html?_d=secCgYIASAHKAESPgo8guecqaOCHsa1j4Bw0E5hkvjoZI83ogrXTKZ9%2FPfOIhWWJX1NbUBKDUqhrayhyM%2Bw91hyh7qK4BYMuKGyGgA%3D&checksum=4a50e0098462a6aeecc6defe150dfffaa36c2a6370bedfe847e4ce00dc7d0294&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAWfhew-K78wmU3ooR3E5LUFIcyiDO-KecX5X8ATL58JK8WAAOG4dRS_5Z6-3JTtD3&share_app_id=1233&share_item_id=7007382481997548805&share_link_id=2023F5FC-B436-4B41-9635-762BFB3BD1B9&source=h5_m×tamp=1631574844&tt_from=copy&u_code=dhk06a2d31ilaf&user_id=6944089114456458245&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[5] https://twitter.com/HASCRepublicans/status/1437452027840303108
[4] https://twitter.com/DailyCaller/status/1436076088820649986
[3] https://twitter.com/alexplitsas/status/1434190991972577282

Top URLs in Tweet in G3:
[13] https://twitter.com/US_AU/status/1436396271951097857
[4] https://www.americanthinker.com/blog/2021/09/bidens_own_staff_cant_stand_to_watch_his_press_conferences.html
[3] https://www.cnbc.com/2021/08/31/federal-unemployment-benefits-end-in-a-week-states-wont-extend-them.html?__source=sharebar|twitter&par=sharebar
[3] https://twitter.com/Jim_Jordan/status/1435232001750093827
[2] https://www.bbc.co.uk/sounds/play/w3ct1z2f
[2] https://www.businessinsider.com/gop-rep-6-planes-americans-stuck-at-kabul-airport-2021-9
[2] https://news.sky.com/story/afghanistan-a-look-inside-the-abandoned-us-detention-centre-at-bagram-airbase-as-tearful-taliban-fighters-vow-to-avenge-comrades-12406216
[2] https://www.breitbart.com/politics/2021/09/11/poll-majority-of-americans-angry-with-how-things-are-going/
[2] https://www.foxnews.com/politics/state-department-afghanistan-private-rescue-flights-leaked-email
[2] https://saraacarter.com/taliban-is-trying-to-wipe-out-100-of-the-panjshiri-people-from-afghanistan-source-says/

Top URLs in Tweet in G4:
[14] https://twitter.com/tedcruz/status/1436174124125143041
[7] https://www.thegatewaypundit.com/2021/09/developing-joe-biden-will-not-speak-9-11-memorials-saturday-handlers-terrified-likely-response/
[6] https://redstate.com/nick-arama/2021/09/07/leaked-email-reveals-how-the-state-department-obstructed-private-efforts-to-save-americans-at-mazar-i-sharif-n439323
[4] https://townhall.com/tipsheet/scottmorefield/2021/09/09/see-you-in-court-kristi-noem-others-blast-bidens-workplace-vaccine-mandate-n2595649
[3] https://twitter.com/laralogan/status/1434556378576785410
[3] https://twitter.com/MarshaBlackburn/status/1435781424729186305
[3] https://twitter.com/RonnyJacksonTX/status/1435706488056688650
[3] https://twitter.com/HouseGOP/status/1436132631532515330
[3] https://twitter.com/ArtValley818_/status/1436145162351255556
[3] https://twitter.com/CMDR_CLASSIFIED/status/1436167906773987337

Top URLs in Tweet in G5:
[50] https://grrrgraphics.com/in-case-of-emergency-break-glass/
[8] https://twitter.com/dpoen/with_replies
[3] https://americanmilitarynews.com/2021/09/members-of-congress-staff-exempt-from-biden-covid-19-vaccine-mandate/
[2] https://www.foxnews.com/politics/white-house-official-horrified-biden-abandoning-americans
[2] https://twitter.com/TDnetwerk/status/1343315526680866816
[1] https://twitter.com/seanhannity/status/1435958097999192070
[1] https://www.marketwatch.com/story/biden-expected-to-order-federal-workers-to-be-vaccinated-with-no-testing-option-report-2021-09-09
[1] https://www.washingtonexaminer.com/news/british-military-officer-biden-more-danger-west-taliban
[1] https://www.washingtonexaminer.com/news/biden-forgets-tornadoes-during-briefing-hurricane-ida
[1] https://patriotpost.us/articles/82538-a-big-bad-biden-irs-2021-09-07

Top URLs in Tweet in G6:
[42] https://twitter.com/dejene_2011/status/1435293364841115648
[8] https://twitter.com/US_AU/status/1436396271951097857
[2] https://thejewishvoice.com/2021/09/joe-bidens-afghanistan-withdrawal-what-will-history-say/
[2] https://amp.theguardian.com/world/2021/sep/09/rebel-forces-accused-of-killing-civilians-north-ethiopia?__twitter_impression=true
[1] https://thejewishvoice.com/2021/09/blinken-in-hot-seat-bidens-secretary-of-state-to-face-music-in-congress-over-deadly-afghanistan-exit/
[1] https://twitter.com/ihteshamafghan/status/1437131904181063686
[1] https://twitter.com/RNCResearch/status/1435650063435509764

Top URLs in Tweet in G7:
[14] https://twitter.com/NaveedAJamali/status/1434707031924121602
[5] https://twitter.com/realLizUSA/status/1436648958818983936
[3] https://twitter.com/charliespiering/status/1435307216454701058
[1] https://twitter.com/alwebbj/status/1435948198003187714
[1] https://twitter.com/Stra8Savage80/status/1436910419239743490

Top URLs in Tweet in G8:
[7] https://twitter.com/MelvinBGlobal/status/1434552408328359940
[3] https://twitter.com/JohnJHarwood/status/1436270898248568838
[3] https://twitter.com/JesseKellyDC/status/1434560560796950532
[2] https://rumble.com/vl9nyl-lets-be-clear-this-is-100-joe-bidens-fault.html?mref=i2svv&mc=36we8
[2] https://twitter.com/JackPosobiec/status/1436085708452732928
[2] https://twitter.com/EenaRuffini/status/1434530445446819840
[2] https://twitter.com/kabulii/status/1432998328325787650
[1] https://www.youtube.com/watch?v=vYIfmDi1g1o&feature=youtu.be

[1] https://www.gocomics.com/michaelramirez/2021/09/08
[1] https://twitter.com/jsolomonReports/status/1434565787671482372

Top URLs in Tweet in G9:
[10] https://dailytorch.com/2021/09/cartoon-ready-aim-blame/
[3] https://legalinsurrection.com/2021/09/branco-cartoon-gunrunner/
[2] https://twitter.com/JakeBequette91/status/1436080922839900165
[2] https://twitter.com/MarshaBlackburn/status/1436426576590217226
[2] https://twitter.com/jsolomonreports/status/1436487179308568605
[1] https://www.youtube.com/watch?v=gS7y5seX8_c&feature=share

[1] https://twitter.com/GregAbbott_TX/status/1435969141115129857
[1] https://twitter.com/RepStefanik/status/1435668004436684805
[1] https://www.youtube.com/watch?v=au2g88HKk6U&feature=share

[1] https://www.youtube.com/watch?v=ZtdDa_36zBs&feature=share


Top URLs in Tweet in G10:
[45] https://www.newsmax.com/politics/white-house-biden-staff-television/2021/09/08/id/1035557/
[12] https://www.foxnews.com/politics/white-house-official-horrified-biden-abandoning-americans
[3] https://www.breitbart.com/politics/2021/08/17/reports-estimate-between-10-and-40-thousand-american-citizens-stranded-in-afghanistan/
[3] https://www.dailymail.co.uk/news/article-9979199/US-drone-strike-Kabul-actually-killed-AID-WORKER-seven-children.html
[3] https://twitter.com/ahmadihamed_/status/1433375771414913031
[3] https://twitter.com/AP_Politics/status/1434874411564380164
[2] https://twitter.com/ApprtionMission/status/1435003378984177670
[2] https://twitter.com/charliespiering/status/1435307216454701058
[2] https://grrrgraphics.com/in-case-of-emergency-break-glass/
[1] https://www.theblaze.com/news/fox-news-leaked-email-state-department-obstructing-evacuation-flights-afghanistan

Top Domains
Top Domains in Tweet in Entire Graph:
[1479] twitter.com
[123] youtube.com
[81] foxnews.com
[54] grrrgraphics.com
[53] newsmax.com
[38] co.uk
[32] thegatewaypundit.com
[30] save-america2022.com
[29] nypost.com
[28] dailycaller.com

Top Domains in Tweet in G1:
[548] twitter.com
[30] foxnews.com
[30] save-america2022.com
[26] youtube.com
[14] thegatewaypundit.com
[7] co.uk
[7] tiktok.com
[6] breitbart.com
[6] yahoo.com
[5] nypost.com

Top Domains in Tweet in G2:
[183] twitter.com
[7] tiktok.com
[7] youtube.com
[5] foxnews.com
[4] co.uk
[4] elizabethjohnston.org
[4] newsmax.com
[4] magabook.com
[3] msn.com
[3] citizenfreepress.com

Top Domains in Tweet in G3:
[65] twitter.com
[6] youtube.com
[5] breitbart.com
[4] foxnews.com
[4] nowtheendbegins.com
[4] cnbc.com
[4] yahoo.com
[4] ibtimes.sg
[4] americanthinker.com
[3] theepochtimes.com

Top Domains in Tweet in G4:
[118] twitter.com
[10] thegatewaypundit.com
[7] redstate.com
[5] townhall.com
[4] foxnews.com
[4] nypost.com
[4] youtube.com
[1] tiktok.com
[1] foxbusiness.com
[1] wsj.com

Top Domains in Tweet in G5:
[50] grrrgraphics.com
[13] twitter.com
[3] americanmilitarynews.com
[2] washingtonexaminer.com
[2] foxnews.com
[1] marketwatch.com
[1] patriotpost.us
[1] rasmussenreports.com
[1] youtube.com

Top Domains in Tweet in G6:
[52] twitter.com
[3] thejewishvoice.com
[2] theguardian.com

Top Domains in Tweet in G7:
[24] twitter.com

Top Domains in Tweet in G8:
[35] twitter.com
[2] youtube.com
[2] rumble.com
[1] gocomics.com
[1] foxnews.com
[1] cdc.gov
[1] oann.com
[1] reuters.com
[1] trib.al
[1] redstate.com

Top Domains in Tweet in G9:
[11] twitter.com
[10] dailytorch.com
[8] youtube.com
[3] legalinsurrection.com
[1] wsj.com
[1] gatestoneinstitute.org

Top Domains in Tweet in G10:
[45] newsmax.com
[13] twitter.com
[12] foxnews.com
[3] breitbart.com
[3] co.uk
[2] grrrgraphics.com
[1] theblaze.com
[1] mol.im
[1] sputniknews.com
[1] ctvnews.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7671] bidendisaster
[1317] biden
[1008] bidenmustresign
[857] bidenisadisgrace
[856] afghanistan
[743] bidenmustgo
[494] bidenisafailure
[405] dictatorbiden
[381] bidenliedpeopledied
[356] bidenisalaughingstock



Top Hashtags in Tweet in G1:
[1820] bidendisaster
[252] biden
[247] bidenmustresign
[243] bidenisadisgrace
[194] bidenmustgo
[131] afghanistan
[120] bidenwarcrimes
[118] bidenisafailure
[108] bidenliedpeopledied
[97] trump

Top Hashtags in Tweet in G2:
[600] bidendisaster
[152] bidenmustgo
[101] bidenisadisgrace
[82] afghanistan
[56] bidenmustresign
[52] biden
[41] arrestfauci
[39] vaccinepassports
[38] deepthoughtsfromunvaccinated
[36] bidenwarcrimes

Top Hashtags in Tweet in G3:
[416] bidendisaster
[68] bidenisadisgrace
[60] biden
[53] bidenmustresign
[50] bidenmustgo
[42] afghanistan
[30] bidenliedpeopledied
[29] bidenisafailure
[27] bidenisalaughingstock
[26] ethiopia

Top Hashtags in Tweet in G4:
[422] bidendisaster
[81] biden
[72] notmypresident
[66] bidenmustresign
[59] bidenisadisgrace
[38] bidenliedpeopledied
[37] afghanistancrisis
[34] bidenisalaughingstock
[32] incompetent
[29] traitorjoe

Top Hashtags in Tweet in G5:
[463] bidendisaster
[225] iwillnotcomply
[222] afghanistan
[222] tyrantbiden
[95] biden
[87] resist
[82] bidenmustresign
[78] bidenisalaughingstock
[72] bidenfailure
[72] impeachbiden

Top Hashtags in Tweet in G6:
[330] bidendisaster
[223] ethiopiaprevials
[191] tplf
[67] holocaust
[67] hoaprevails
[44] tplfterrorists
[42] ethiopian
[22] ethiopia
[8] us
[8] eritrea

Top Hashtags in Tweet in G7:
[96] bidendisaster
[31] afghanistan
[24] bidenisadisgrace
[24] bidenmustresign
[22] maga
[16] bidenisafailure
[15] trump2024
[15] democratstheenemywithin
[14] kag
[14] trump2020

Top Hashtags in Tweet in G8:
[226] bidendisaster
[39] bidenisadisgrace
[31] bidenmustgo
[19] bidenmustresign
[14] bidenisafailure
[10] bidenliedpeopledied
[9] dictatorbiden
[9] biden
[8] bidenwarcrimes
[7] bidenfailure

Top Hashtags in Tweet in G9:
[245] bidendisaster
[189] dictatorbiden
[186] biden
[32] bidenisadisgrace
[22] bidenmustresign
[18] impeachbiden
[15] americafirst
[13] fbiden
[11] saveamerica
[11] bidenisatyrant

Top Hashtags in Tweet in G10:
[225] bidendisaster
[9] bidenwarcrimes
[6] fallofamerica
[6] shortages
[6] bidenisadisgrace
[5] bidenisafailure
[4] bidenmustgo
[3] talibanjoe
[3] bidenliedpeopledied
[3] hypocrite

Top Words
Top Words in Tweet in Entire Graph:
[7720] #bidendisaster
[1623] biden
[1312] #biden
[1034] #bidenmustresign
[862] #bidenisadisgrace
[862] #afghanistan
[747] #bidenmustgo
[698] joe
[627] afghanistan
[603] americans

Top Words in Tweet in G1:
[1819] #bidendisaster
[489] biden
[249] #biden
[247] #bidenmustresign
[243] #bidenisadisgrace
[194] #bidenmustgo
[184] joe
[131] #afghanistan
[129] president
[120] #bidenwarcrimes

Top Words in Tweet in G2:
[600] #bidendisaster
[311] joebiden
[152] #bidenmustgo
[101] #bidenisadisgrace
[100] joe
[94] americans
[86] biden
[82] #afghanistan
[78] president
[66] really

Top Words in Tweet in G3:
[423] #bidendisaster
[298] potus
[70] joebiden
[68] #bidenisadisgrace
[62] #biden
[56] biden
[53] #bidenmustresign
[50] #bidenmustgo
[42] #afghanistan
[42] people

Top Words in Tweet in G4:
[414] #bidendisaster
[120] potus
[82] presssec
[79] #biden
[72] #notmypresident
[71] dnc
[66] #bidenmustresign
[64] speakerpelosi
[59] joebiden
[59] biden

Top Words in Tweet in G5:
[463] #bidendisaster
[268] control
[262] health
[226] disaster
[225] #iwillnotcomply
[223] same
[222] guy
[222] created
[222] #afghanistan
[222] #tyrantbiden

Top Words in Tweet in G6:
[330] #bidendisaster
[223] #ethiopiaprevials
[197] secblinken
[191] #tplf
[190] support
[188] powerusaid
[188] susan
[188] rice
[182] repeatedly
[182] expose

Top Words in Tweet in G7:
[96] #bidendisaster
[33] bree1914
[33] duncanclements6
[33] dannymack100
[31] #afghanistan
[30] trinasolis17
[30] brrrco
[29] deflect
[29] mil_vet17
[29] happygirldeb1

Top Words in Tweet in G8:
[226] #bidendisaster
[39] #bidenisadisgrace
[33] biden
[31] #bidenmustgo
[30] donaldjtrumpjr
[26] jackposobiec
[19] #bidenmustresign
[16] afghanistan
[16] potus
[15] joe

Top Words in Tweet in G9:
[245] #bidendisaster
[189] #dictatorbiden
[186] #biden
[168] welcome
[168] cultural
[168] revolution
[168] brought
[168] maoden
[32] #bidenisadisgrace
[28] biden

Top Words in Tweet in G10:
[225] #bidendisaster
[140] americans
[134] afghanistan
[121] left
[120] biden
[119] joe
[109] behind
[107] resign
[107] enemy
[107] lines

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[464] #biden,#bidendisaster
[404] joe,biden
[359] #bidendisaster,#bidenmustresign
[331] #bidendisaster,#bidenisadisgrace
[268] #bidenmustgo,#bidendisaster
[246] #bidendisaster,#iwillnotcomply
[241] #afghanistan,disaster
[240] same,guy
[240] guy,created
[240] created,#afghanistan

Top Word Pairs in Tweet in G1:
[109] joe,biden
[83] #bidendisaster,#bidenmustresign
[81] #biden,#bidendisaster
[72] #bidendisaster,#bidenisadisgrace
[64] #bidenisadisgrace,#bidendisaster
[61] #bidendisaster,#bidenmustgo
[59] #bidenmustresign,#bidendisaster
[48] #bidenmustgo,#bidendisaster
[41] #bidendisaster,#bidenwarcrimes
[41] #trump,#maga

Top Word Pairs in Tweet in G2:
[67] #bidendisaster,#bidenisadisgrace
[65] #bidenmustgo,#bidendisaster
[60] really,joe
[60] joe,tornados
[60] tornados,called
[60] called,days
[60] days,#bidenmustgo
[47] #bidendisaster,#bidenmustgo
[38] kiss,unvaccinated
[38] unvaccinated,ass

Top Word Pairs in Tweet in G3:
[29] joebiden,potus
[29] #biden,#bidendisaster
[25] potus,#bidendisaster
[21] #bidendisaster,#bidenisadisgrace
[19] potus,joebiden
[18] #bidendisaster,#bidenmustresign
[18] president,joebiden
[16] #bidenisadisgrace,#bidendisaster
[13] #bidendisaster,#bidenmustgo
[13] citizens,#us

Top Word Pairs in Tweet in G4:
[32] housegop,housedemocrats
[31] liberty_belle04,torrid_zone
[31] torrid_zone,kybelle195739
[31] kybelle195739,airwolfrocks84
[31] tillman_40,lucy2300090
[31] miklang,no2greatreset
[31] no2greatreset,cspanwj
[31] cspanwj,joebiden
[31] joebiden,thedemocrats
[31] thedemocrats,kamalaharris

Top Word Pairs in Tweet in G5:
[222] same,guy
[222] guy,created
[222] created,#afghanistan
[222] #afghanistan,disaster
[222] disaster,control
[222] control,health
[222] health,#bidendisaster
[222] #bidendisaster,#iwillnotcomply
[222] #iwillnotcomply,#tyrantbiden
[70] #bidendisaster,#bidenfailure

Top Word Pairs in Tweet in G6:
[188] susan,rice
[182] repeatedly,expose
[182] expose,role
[182] role,secblinken
[182] secblinken,powerusaid
[182] powerusaid,#bidendisaster
[182] #bidendisaster,susan
[182] rice,chaos
[182] chaos,unnecessary
[182] unnecessary,death

Top Word Pairs in Tweet in G7:
[29] #bidendisaster,deflect
[29] deflect,#afghanistan
[29] #afghanistan,dannymack100
[29] dannymack100,mil_vet17
[29] mil_vet17,trinasolis17
[29] trinasolis17,bree1914
[29] bree1914,duncanclements6
[29] duncanclements6,happygirldeb1
[29] happygirldeb1,bonniestillhere
[29] bonniestillhere,winterash12

Top Word Pairs in Tweet in G8:
[19] #bidenisadisgrace,#bidendisaster
[14] #bidendisaster,#bidenisadisgrace
[12] joe,biden
[9] #bidendisaster,#bidenmustgo
[7] #bidendisaster,#bidenisafailure
[7] #bidenmustgo,#bidendisaster
[7] afghanistan,#bidendisaster
[7] jackposobiec,pvtjokerus
[7] pvtjokerus,tuckercarlson
[7] tuckercarlson,glennbeck

Top Word Pairs in Tweet in G9:
[180] #biden,#bidendisaster
[172] #bidendisaster,#dictatorbiden
[168] welcome,cultural
[168] cultural,revolution
[168] revolution,brought
[168] brought,maoden
[168] maoden,#biden
[17] #bidendisaster,#bidenisadisgrace
[15] #bidenisadisgrace,#bidenmustresign
[15] #bidenmustresign,#impeachbiden

Top Word Pairs in Tweet in G10:
[120] left,americans
[111] joe,biden
[107] biden,resign
[107] resign,left
[107] americans,behind
[107] behind,enemy
[107] enemy,lines
[107] lines,afghanistan
[107] afghanistan,shown
[107] shown,himself

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@joebiden
@dnc
@foxnews
@jackposobiec
@sarmentovince2
@secblinken
@presssec
@fedmech
@cnn

Top Replied-To in G1:

Top Replied-To in G2:
@joebiden
@eu_commission
@cdctravel
@presssec
@ctyankee860
@potus
@ronnyjacksontx
@thedemocrats
@foxnews
@letoregonlearn

Top Replied-To in G3:
@potus
@joebiden
@secblinken
@climatecrisis
@realdailywire
@crazyeye_ah
@stanikzaiii
@presssec
@aoc
@berniesanders

Top Replied-To in G4:
@dnc
@potus
@sarmentovince2
@foxnews
@fedmech
@cnn
@joebiden
@abc
@presssec
@jim_jordan

Top Replied-To in G6:
@secblinken
@declanwalsh
@washingtonpost
@senrubiopress
@daudhakimi

Top Replied-To in G7:
@wenmama2
@kittenklawz
@pat10th
@thegreatuniter3
@oldmanwizard3
@annieonarampage
@angelwarrior320

Top Replied-To in G8:
@jackposobiec
@donaldjtrumpjr
@charliekirk11
@missyspr
@freep
@primaryallrino
@gregabbott_tx
@bennyjohnson
@dbongino
@gunthereagleman

Top Replied-To in G9:
@edtruman3
@manders______
@helloyousa
@fredsan56422496
@oftheseas_
@natasha_abe

Top Replied-To in G10:
@apprtionmission

Top Mentioned
Top Mentioned in Entire Graph:
@joebiden
@potus
@secblinken
@powerusaid
@presssec
@vp
@speakerpelosi
@whitehouse
@gop
@kamalaharris

Top Mentioned in G1:
@metrovoice

Top Mentioned in G2:
@joebiden
@vp
@cdcdirector
@repbrendanboyle
@vonderleyen
@charleytakaya
@whitehouse
@whcovidresponse
@thedemocrats
@us_fda

Top Mentioned in G3:
@potus
@joebiden
@vp
@breitbartnews
@whitehouse
@pmoindia
@un
@secblinken
@flotus
@cnnbrk

Top Mentioned in G4:
@potus
@presssec
@speakerpelosi
@joebiden
@whitehouse
@gop
@kamalaharris
@dnc
@housegop
@thedemocrats

Top Mentioned in G5:
@potus

Top Mentioned in G6:
@secblinken
@powerusaid
@joebiden
@potus
@chriscoons
@vp
@uscongress
@mba_althani_
@unesco
@marieaaow

Top Mentioned in G7:
@bree1914
@duncanclements6
@dannymack100
@trinasolis17
@brrrco
@mil_vet17
@happygirldeb1
@bonniestillhere
@winterash12
@fsturgeonfl

Top Mentioned in G8:
@donaldjtrumpjr
@potus
@joebiden
@tuckercarlson
@glennbeck
@pvtjokerus
@redeyeradionet
@jackposobiec
@rightntexas
@conservamomusa

Top Mentioned in G9:
@morning_joe
@d_b_h
@antifaoperative
@joebiden

Top Mentioned in G10:
@smurfettefla
@ctvnews
@joebiden

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@cybersec_feeds
@dhitka
@klm
@cipherequality
@jjauthor
@thehill
@indiatoday
@menabster
@viralvideovlogs

Top Tweeters in G1:
@debashishhits
@kin2souls
@doc_jjk
@pauljepaul
@cecyfernandes
@skis416
@mickeyjohnson07
@blumyst
@gutscheinkrokod
@quaranta_vito

Top Tweeters in G2:
@oldsalz
@tammytabby
@1718106j
@crawfishaka
@lauracarrese
@jerusalem_post
@conservamomusa
@rob50h
@hdrayray
@vandacapri

Top Tweeters in G3:
@thehill
@dailymirror
@princessbibirf_
@ani
@nytimes
@zerohedge
@rncat50
@zeenewsenglish
@politico
@loriann2639

Top Tweeters in G4:
@cipherequality
@reuters
@dlasamericas
@dcexaminer
@jgionova
@torque2punto0
@jjdj1187
@foxnews
@miamipapers
@urocklive1

Top Tweeters in G5:
@geoff_deweaver
@dianachic1
@amyharlib
@mlas
@jllgraham
@sandrac42595084
@tex_968
@starvinlarry
@vonliesse
@sherry25793049

Top Tweeters in G6:
@washingtonpost
@af1_4_thedonald
@rebbacaprice
@gstsion
@fcardoza696
@girum75
@marieaaow
@haileab_tesfay
@elen65610483
@nigmitdan

Top Tweeters in G7:
@thetoyman1
@toypilanews
@308vcsiw7brbyv9
@texasrecks
@tsh2_
@brexitlondon
@dbargen
@marilynlavala
@rambogage
@elenaforever13

Top Tweeters in G8:
@mcdonalds
@kurtschlichter
@gonewiththewin7
@dorothymontgom4
@mackette52
@kingjah357
@detroitnews
@freep
@reneedahl5
@_rob_29

Top Tweeters in G9:
@tres444
@carolynd72355
@autumnalbaby
@jackysinaz
@wallrad
@skiiryne
@eponine1949
@ellieofa
@scarlett_sandy
@md90266

Top Tweeters in G10:
@studpardee
@kalv194
@vmetu
@ctvnews
@marcoranieri72
@reenit
@rail581
@emaxx2044
@samtaylorrose
@mouktaralbert


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