COVID, Twitter, 11/22/2020 5:45:46 PM, 242033


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COVID_2020-11-21_00-58-22.xlsx
COVID_2020-11-21_00-58-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 22, 2020
Short Description:
COVID via NodeXL https://bit.ly/3nOc5ru
@realdonaldtrump
@joebiden
@jachristian
@vanessa47523203
@msnbc
@narendramodi
@nastydwyer
@nbcnews
@welch_tx
@daltodalto

Top hashtags:
#covid_19
#covid19
#covid
#coronavirus
#covid19vic
#test
#georgia
#unite2fightcorona

Description:
Description
The graph represents a network of 11,432 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 21 November 2020 at 09:16 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 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 2-day, 0-hour, 1-minute period from Tuesday, 17 November 2020 at 05:33 UTC to Thursday, 19 November 2020 at 05:35 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 : 11432
Unique Edges : 6564
Edges With Duplicates : 11130
Total Edges : 17694
Number of Edge Types : 5
Replies to : 1021
Mentions : 2101
Tweet : 3368
Retweet : 5186
MentionsInRetweet : 6018
Self-Loops : 3406
Reciprocated Vertex Pair Ratio : 0.00269572054363698
Reciprocated Edge Ratio : 0.00537694634255629
Connected Components : 3543
Single-Vertex Connected Components : 1161
Maximum Vertices in a Connected Component : 2092
Maximum Edges in a Connected Component : 4346
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 8.145676
Graph Density : 6.83123293263093E-05
Modularity : 0.581045
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 11,432 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 21 November 2020 at 09:16 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 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 2-day, 0-hour, 1-minute period from Tuesday, 17 November 2020 at 05:33 UTC to Thursday, 19 November 2020 at 05:35 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 : COVID
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:
[26] https://iowacapitaldispatch.com/2020/11/18/lawsuit-tyson-managers-bet-money-on-how-many-workers-would-contract-covid-19/
[25] https://www.tipsclear.com/fda-approves-emergency-use-for-first-at-home-covid-19-test-kit/
[15] https://www.dailymail.co.uk/news/article-8953651/Moderna-says-vaccine-94-5-effective-preventing-COVID-19.html
[11] https://news.yahoo.com/just-beginning-er-doc-28-214956419.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[11] https://www.twincities.com/2020/11/17/over-900-mayo-staff-have-gotten-covid-19-in-past-two-weeks/
[10] https://www.cnnindonesia.com/internasional/20201119074118-106-571687/raja-malaysia-batalkan-pemilu-sabah-demi-cegah-covid-19?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[8] https://www.cnnindonesia.com/internasional/20201119074118-106-571687/raja-malaysia-batalkan-pemilu-sabah-demi-cegah-covid-19
[6] https://www.reuters.com/article/health-coronavirus-greece-xmas-candles/santa-candles-get-masked-up-in-greece-in-covid-19-surge-idINKBN27Y12A
[6] https://www.instagram.com/accounts/login/
[6] https://news.yahoo.co.jp/pickup/6376756

Top URLs in Tweet in G1:
[5] https://twitter.com/boylipshionista/status/1328771877360209920
[3] https://www.reuters.com/article/us-health-coronavirus-vaccines-moderna/we-can-stop-covid-19-moderna-vaccine-success-gives-world-more-hope-idUSKBN27W1E6
[3] https://www.instagram.com/accounts/login/
[3] https://twitter.com/i/events/1328926093940703232
[3] https://iowacapitaldispatch.com/2020/11/18/lawsuit-tyson-managers-bet-money-on-how-many-workers-would-contract-covid-19/
[3] https://twitter.com/republikaonline/status/1329248235353903106
[2] https://monkeyviral.com/modernas-covid-vaccine-is-94-5-percent-effective-says-interim-analysis-medlancr/
[2] https://news.yahoo.co.jp/articles/3c078929b61bd0f669dcd418a096accfe9a000f5
[2] https://www.latimes.com/california/story/2020-11-16/california-lawmakers-hawaii-conference-covid-19
[2] https://www.bostonglobe.com/2020/11/09/business/pfizer-says-early-data-signals-covid-19-vaccine-is-effective/

Top URLs in Tweet in G2:
[2] https://trib.al/I2sYjlk
[1] https://twitter.com/analydiamonaco/status/1329083782171820032
[1] https://www.nytimes.com/2020/11/17/health/coronavirus-immunity.html
[1] https://www.paul.senate.gov/sites/default/files/page-attachments/LettertoFDANovember2020.pdf
[1] https://www.timesunion.com/news/article/Troy-Councilwoman-Ashe-McPherson-sick-with-15726297.php
[1] https://www.detroitnews.com/story/news/politics/2020/11/13/mich-senator-reveals-positive-covid-19-test-after-attending-session/6280446002/
[1] https://www.thedailybeast.com/87-year-old-gop-congressman-don-young-of-alaska-tests-positive-for-covid-19
[1] https://apnews.com/article/virus-outbreak-wyoming-casper-gillette-e812d2bc090405411bab9f78a4c4d87a
[1] https://news.yahoo.com/just-beginning-er-doc-28-214956419.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://www.cnn.com/2020/11/18/health/covid-19-deaths-us-250k-trnd/index.html

Top URLs in Tweet in G3:
[7] https://www.twincities.com/2020/11/17/over-900-mayo-staff-have-gotten-covid-19-in-past-two-weeks/
[2] https://www.icmr.gov.in
[2] https://www.who.int/india/news/feature-stories/detail/early-and-systematic-tracking-of-high-risk-contacts-helped-uttar-pradesh-step-up-the-fight-against-covid-19
[2] https://www.business-standard.com/article/economy-policy/atmanirbhar-bharat-to-be-force-multiplier-in-post-covid-global-economy-pm-120111701104_1.html
[2] https://www.jagran.com/business/biz-pm-narendra-modi-address-at-3rd-annual-bloomberg-new-economy-forum-key-things-to-know-21069274.html
[2] https://wallofcontroversy.wordpress.com/2020/06/18/whitney-webbs-dark-winters-tale-of-smallpox-amerithrax-and-covid-19/
[1] https://uni.cf/six-point-plan
[1] https://uni.cf/3lN2voe
[1] https://bit.ly/3nk1hkK
[1] https://pwc.smh.re/0csN

Top URLs in Tweet in G4:
[1] https://www.dallasnews.com/news/public-health/2020/11/18/everything-just-happened-so-fast-sgt-bronco-mccoy-becomes-first-dallas-police-officer-to-die-of-covid-19/
[1] https://bit.ly/38OolE9
[1] https://vis.sciencemag.org/covid-clusters/?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter

Top URLs in Tweet in G5:
[2] https://apnews.com/article/2nd-virus-vaccine-success-us-tests-5575a8a8ca3825a9bf39a5d234aba07b
[2] https://twitter.com/CBSNews/status/1328370997125410817
[1] https://twitter.com/cbsnews/status/1328370997125410817
[1] https://www.cnn.com/2020/11/18/politics/covid-19-house-members-congress-capitol-hill/index.html
[1] https://twitter.com/unemploymentpua/status/1328766429693308928
[1] https://www.nytimes.com/2020/11/16/us/politics/biden-trump-coronavirus.html
[1] https://www.washingtonpost.com/health/california-governor-imposes-new-restrictions-to-curb-covid/2020/11/16/4a45d7dc-286f-11eb-9c21-3cc501d0981f_story.html
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Db5QI17HDX9A&q=EgS4SO-bGMPCzf0FIhkA8aeDS7C67Mrry1fKD7OQSATSfxQC8fF-MgFy
[1] https://www.washingtonpost.com/national/california-slams-emergency-brake-as-states-race-to-halt-covids-spread/2020/11/16/11949d44-2854-11eb-8fa2-06e7cbb145c0_story.html
[1] https://www.cnn.com/2020/11/16/health/covid-19-us-children-cases-wellness/index.html

Top URLs in Tweet in G6:
[9] https://news.yahoo.com/just-beginning-er-doc-28-214956419.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[2] https://www.nbcnews.com/news/us-news/more-900-mayo-clinic-staff-midwest-diagnosed-covid-19-past-n1248130
[2] https://www.cbc.ca/news/entertainment/dolly-parton-donates-covid-19-vaccine-1.5806782
[2] https://www.ctvnews.ca/health/coronavirus/scientists-study-app-as-possible-way-to-track-covid-19-vaccine-safety-1.5192954?taid=5fb4b15d49698f00019c433e&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.ctvnews.ca/health/coronavirus/u-s-nurse-says-dying-covid-19-patients-spent-last-minutes-insisting-virus-isn-t-real-1.5191235?taid=5fb35fe71ef01a000123add1&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://twitter.com/ReallyAmerican1/status/1328737344153858050
[1] https://www.texastribune.org/2020/11/18/texas-coronavirus-lockdown/amp/?__twitter_impression=true
[1] https://twitter.com/electroboyusa/status/1329166899624644608
[1] https://twitter.com/ECMcLaughlin/status/1328444926292418561
[1] https://twitter.com/TheCivicsDean/status/1328470184298905600

Top URLs in Tweet in G7:
[2] https://www.cnn.com/2020/11/17/entertainment/dolly-parton-covid-moderna-vaccine-trnd/index.html
[1] https://www.theguardian.com/music/2020/nov/17/dolly-parton-partly-funded-moderna-covid-vaccine-research
[1] https://www.nytimes.com/live/2020/11/17/world/covid-19-coronavirus/fauci-calls-for-a-uniform-approach-rather-than-a-disjointed-state-by-state-pandemic-response
[1] https://www.washingtonpost.com/health/covid-3-milliion-plus-infected/2020/11/18/d9f079a8-2849-11eb-8fa2-06e7cbb145c0_story.html
[1] https://bit.ly/38M86r8
[1] https://twitter.com/jacq_thomsen/status/1329189534421164041
[1] https://www.huffpost.com/entry/tyson-foods-iowa-wrongful-death-lawsuit-betting-accusation-coronavirus_n_5fb5f1f7c5b664958c7d9414?ncid=engmodushpmg00000004
[1] https://twitter.com/scottwatlas/status/1328120887128842240
[1] https://www.huffpost.com/entry/dolly-parton-covid-19-vaccine_n_5fb3d8c0c5b6f79d601b1f99?ncid=tweetlnkushpmg00000067
[1] https://www.thepublicopinion.com/news/local_news/city-council-narrowly-rejects-mask-mandate/article_20ec2e3a-28b6-11eb-9a91-93426464a070.html

Top URLs in Tweet in G8:
[1] https://www.scientificamerican.com/article/eight-persistent-covid-19-myths-and-why-people-believe-them/

Top URLs in Tweet in G9:
[3] https://www.statnews.com/2020/11/09/covid-19-vaccine-from-pfizer-and-biontech-is-strongly-effective-early-data-from-large-trial-indicate/
[2] https://www.forbes.com/sites/siladityaray/2020/11/18/200-facebook-moderators-tell-zuckerberg-they-are-being-forced-work-in-covid-19-hot-zone/?utm_source=TWITTER&utm_medium=social&utm_content=4178408577&utm_campaign=sprinklrForbesTechTwitter
[1] https://trib.al/S5FQDJQ
[1] https://nbcnews.to/35BOnrY
[1] https://nbcnews.to/2IEPazw
[1] https://trib.al/rIivAlK
[1] https://nbcnews.to/3nB3UhW
[1] https://nbcnews.to/35LuTl4
[1] https://nbcnews.to/3lKO3wL
[1] https://www.health.pa.gov/topics/disease/Pages/Coronavirus.aspx

Top URLs in Tweet in G10:
[2] https://twitter.com/i/events/1329208048435359744
[1] https://www.politico.com/news/2020/11/18/biden-coronavirus-team-deborah-birx-437923
[1] https://on.msnbc.com/3pAQzYO
[1] https://on.msnbc.com/3lUcY1f
[1] https://on.msnbc.com/35FVtvS
[1] https://on.msnbc.com/38Wexbe
[1] https://on.msnbc.com/2UEtaHD
[1] https://www.postbulletin.com/newsmd/coronavirus/6766256-Over-900-Mayo-staff-have-gotten-COVID-19-in-past-two-weeks
[1] https://twitter.com/famulare_mike/status/1328858771733454850
[1] https://aje.io/GreatDivide

Top Domains
Top Domains in Tweet in Entire Graph:
[398] twitter.com
[52] theguardian.com
[49] youtube.com
[44] co.uk
[34] bit.ly
[33] trib.al
[27] iowacapitaldispatch.com
[27] cnn.com
[25] reuters.com
[25] tipsclear.com

Top Domains in Tweet in G1:
[147] twitter.com
[14] theguardian.com
[12] youtube.com
[10] co.uk
[8] cnn.com
[7] com.mx
[7] nytimes.com
[6] blogspot.com
[6] google.com
[5] reuters.com

Top Domains in Tweet in G2:
[6] twitter.com
[3] nytimes.com
[2] youtube.com
[2] trib.al
[1] senate.gov
[1] timesunion.com
[1] detroitnews.com
[1] thedailybeast.com
[1] apnews.com
[1] yahoo.com

Top Domains in Tweet in G3:
[7] twincities.com
[2] uni.cf
[2] bit.ly
[2] gov.in
[2] twitter.com
[2] who.int
[2] business-standard.com
[2] jagran.com
[2] wordpress.com
[1] smh.re

Top Domains in Tweet in G4:
[1] dallasnews.com
[1] bit.ly
[1] sciencemag.org

Top Domains in Tweet in G5:
[4] twitter.com
[2] apnews.com
[2] cnn.com
[2] washingtonpost.com
[1] nytimes.com
[1] google.com

Top Domains in Tweet in G6:
[10] yahoo.com
[6] twitter.com
[4] ctvnews.ca
[2] nbcnews.com
[2] cbc.ca
[1] texastribune.org
[1] insidene.com
[1] theguardian.com
[1] indiatimes.com
[1] msn.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] huffpost.com
[2] cnn.com
[1] theguardian.com
[1] nytimes.com
[1] washingtonpost.com
[1] bit.ly
[1] thepublicopinion.com

Top Domains in Tweet in G8:
[1] scientificamerican.com

Top Domains in Tweet in G9:
[5] nbcnews.to
[3] statnews.com
[2] forbes.com
[2] trib.al
[2] twitter.com
[1] pa.gov
[1] cmu.edu
[1] iowacapitaldispatch.com
[1] givebutter.com
[1] co.uk

Top Domains in Tweet in G10:
[5] msnbc.com
[4] twitter.com
[1] politico.com
[1] postbulletin.com
[1] aje.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[327] covid_19
[266] covid19
[190] covid
[62] coronavirus
[26] covid19vic
[25] test
[23] georgia
[23] unite2fightcorona
[19] breaking
[17] elpaso



Top Hashtags in Tweet in G1:
[63] covid_19
[41] covid
[41] covid19
[14] coronavirus
[8] nakedattraction
[7] lockdown
[7] coronavirusupdates
[6] news
[6] yasaklar
[4] corona

Top Hashtags in Tweet in G2:
[12] emilydoyourjob
[12] transitionnow
[7] covid_19
[3] covid
[3] coronavirus
[2] georgia
[2] elpaso
[2] putinspuppet
[2] theyallmatter
[2] walterreedhospital

Top Hashtags in Tweet in G3:
[17] covid_19
[14] unite2fightcorona
[13] indiafightscorona
[12] covid19
[10] janandolan
[6] covid
[6] icaiexams
[6] icai_denies_saftey
[6] delhi
[6] coronavirusupdates

Top Hashtags in Tweet in G4:
[5] covid19
[4] covid_19

Top Hashtags in Tweet in G5:
[2] operationwarpspeed
[1] unemployment
[1] georgia
[1] heroesact
[1] covid_19
[1] covidrelief
[1] relivenow
[1] purplepower
[1] reliefnow
[1] everydaycounts

Top Hashtags in Tweet in G6:
[19] georgia
[6] covid
[4] biden
[4] covid19
[3] wtpblue
[3] lootingloeffler
[2] covid_19
[2] wtpsenate
[2] covidvaccine
[2] georgiarunoffs

Top Hashtags in Tweet in G7:
[5] covid19
[3] cannabis
[1] covid__19
[1] coronavirus
[1] coronavirusupdate

Top Hashtags in Tweet in G9:
[3] covid19
[1] covid_19
[1] trumpout
[1] virtualreality
[1] idahocovid19
[1] covidisreal
[1] wearamask
[1] fauci
[1] science
[1] trumpdeathtoll249k

Top Hashtags in Tweet in G10:
[15] dc
[15] elpaso
[15] covid
[1] maskup
[1] covid19
[1] stanford
[1] amerikancovidserialkiller
[1] hague2021

Top Words
Top Words in Tweet in Entire Graph:
[8226] covid
[3155] 19
[738] people
[513] more
[508] vaccine
[499] cases
[420] trump
[385] over
[384] year
[359] one

Top Words in Tweet in G1:
[1073] covid
[463] 19
[80] people
[63] #covid_19
[62] vaccine
[61] cases
[54] more
[52] year
[47] trump
[43] first

Top Words in Tweet in G2:
[298] covid
[127] realdonaldtrump
[87] 19
[46] people
[46] cleavon_md
[43] gsaemily
[41] americans
[37] lost
[35] trump
[35] dead

Top Words in Tweet in G3:
[194] covid
[107] क
[80] 19
[62] स
[60] र
[54] joebiden
[51] narendramodi
[50] world
[42] americans
[42] म

Top Words in Tweet in G4:
[233] told
[199] covid
[132] year
[114] jachristian
[113] mom
[113] coming
[113] old
[112] over
[112] thanksgiving
[112] cried

Top Words in Tweet in G5:
[125] covid
[48] relief
[45] 19
[41] senate
[39] bill
[31] more
[29] mcconnell
[24] senator
[24] still
[23] day

Top Words in Tweet in G6:
[66] covid
[31] ossoff
[30] 19
[25] reverendwarnock
[19] senate
[19] #georgia
[15] debramessing
[14] georgia
[13] relief
[13] moment

Top Words in Tweet in G7:
[109] covid
[35] don
[35] pretending
[34] still
[34] understand
[34] worse
[34] ve
[34] tried
[34] everything
[34] over

Top Words in Tweet in G8:
[115] covid
[110] being
[110] against
[110] debt
[56] already
[55] student
[55] loan
[55] forgiveness
[55] paid
[55] vaccine

Top Words in Tweet in G9:
[80] covid
[42] nbcnews
[35] president
[34] 19
[22] trump
[22] 000
[21] cases
[21] hospitals
[21] share
[21] steventdennis

Top Words in Tweet in G10:
[77] covid
[31] 19
[30] people
[20] mom
[18] today
[17] drove
[17] days
[17] ones
[17] chrislhayes
[16] oliviatroye

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3052] covid,19
[170] covid,vaccine
[158] covid,relief
[145] year,old
[138] died,covid
[122] due,covid
[119] covid,cases
[117] positive,covid
[115] told,mom
[115] mom,coming

Top Word Pairs in Tweet in G1:
[436] covid,19
[22] due,covid
[20] covid,vaccine
[19] covid,cases
[18] 19,vaccine
[14] positive,covid
[13] wear,mask
[13] during,covid
[12] protokol,kesehatan
[11] 19,cases

Top Word Pairs in Tweet in G2:
[87] covid,19
[24] lost,someone
[24] someone,cared
[24] cared,covid
[24] 19,sorrow
[24] sorrow,loss
[24] loss,wear
[24] wear,mask
[23] jumblejim,lost
[21] died,covid

Top Word Pairs in Tweet in G3:
[76] covid,19
[24] right,congress
[24] congress,come
[24] come,together
[24] together,pass
[24] pass,covid
[24] covid,relief
[24] relief,package
[24] package,heroes
[24] heroes,act

Top Word Pairs in Tweet in G4:
[113] year,old
[112] told,mom
[112] mom,coming
[112] coming,over
[112] over,thanksgiving
[112] thanksgiving,cried
[112] cried,told
[112] told,year
[112] old,cousins
[112] cousins,covid

Top Word Pairs in Tweet in G5:
[45] covid,19
[40] covid,relief
[36] relief,bill
[23] senator,mcconnell
[17] donald,trump
[15] still,covid
[15] bill,senator
[15] mcconnell,brings
[15] brings,senate
[15] senate,together

Top Word Pairs in Tweet in G6:
[29] covid,19
[24] ossoff,reverendwarnock
[15] debramessing,#georgia
[12] #georgia,please
[12] please,take
[12] take,moment
[12] moment,meet
[12] meet,ossoff
[12] reverendwarnock,outstanding
[12] outstanding,senate

Top Word Pairs in Tweet in G7:
[34] still,don
[34] don,understand
[34] understand,covid
[34] covid,worse
[34] worse,ve
[34] ve,tried
[34] tried,everything
[34] everything,pretending
[34] pretending,over
[33] zackbornstein,still

Top Word Pairs in Tweet in G8:
[110] being,against
[55] against,student
[55] student,loan
[55] loan,debt
[55] debt,forgiveness
[55] forgiveness,already
[55] already,paid
[55] paid,debt
[55] debt,being
[55] against,covid

Top Word Pairs in Tweet in G9:
[34] covid,19
[20] top,officials
[20] officials,organizations
[20] organizations,representing
[20] representing,american
[20] american,hospitals
[20] hospitals,doctors
[20] doctors,nurses
[20] nurses,calling
[20] calling,president

Top Word Pairs in Tweet in G10:
[31] covid,19
[15] oliviatroye,drove
[15] drove,days
[15] days,4300
[15] 4300,miles
[15] miles,#dc
[15] #dc,#elpaso
[15] #elpaso,back
[15] back,bring
[15] bring,mom

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@gsaemily
@charliekirk11
@reuters
@corybooker
@theicai
@newday
@jacq_thomsen
@senatemajldr
@mollyjongfast

Top Replied-To in G2:
@realdonaldtrump
@gsaemily
@cbsnews
@ivankatrump
@repmattgaetz
@senatorloeffler
@meidastouch
@andrewpollackfl
@mrandyngo
@oneunderscore__

Top Replied-To in G3:
@joebiden
@narendramodi
@gardenmorning13
@pmoindia
@kamalaharris
@thedemocrats
@murray_nyc
@monica_clare1
@covidnewsbymib
@raghav_chadha

Top Replied-To in G4:
@stephenking
@meredithpiatt
@treborjoss
@vinceslewis
@jachristian
@joyannreid
@shoggoth_queen
@clearing_fog
@petebuttigieg

Top Replied-To in G5:
@jacq_thomsen
@speakerpelosi
@mhdksafa
@senatemajldr
@sentedcruz
@pj1414
@foxnews
@jdrb70688175
@billycamou
@djtopherlee

Top Replied-To in G6:
@cmoh_alberta
@gregabbott_tx
@ossoff
@linahidalgotx
@arizonablue48
@haroldg71648962
@shandro
@out5p0ken
@donwinslow
@theliberalleona

Top Replied-To in G7:
@_reaalamerican_
@yourdadlikedit
@kcmohondro
@ticachaser

Top Replied-To in G8:
@scottgottliebmd

Top Replied-To in G9:
@abcadelaide
@nbcnews
@dbertooo
@mistergizmo

Top Replied-To in G10:
@corybooker
@oliviatroye
@scottwatlas
@skarlamangla
@lawliberal
@perfectfitfarm
@maddow
@stanford

Top Mentioned
Top Mentioned in Entire Graph:
@jachristian
@realdonaldtrump
@_averagemeat
@juliamendexz
@reuters
@stephenking
@joebiden
@garrcie
@cleavon_md
@narendramodi

Top Mentioned in G1:
@gaudinote
@bosguyinatl
@nabolelosyzran
@lifecoachadam1
@asiandawn4
@10newsfirstadl
@tigersounding
@needyouranswers
@worldunivandsch

Top Mentioned in G2:
@realdonaldtrump
@cleavon_md
@gsaemily
@randpaul
@jumblejim
@oann
@govabbott
@justin_hart
@rosieperezbklyn
@alyssa_milano

Top Mentioned in G3:
@joebiden
@narendramodi
@kamalaharris
@pmoindia
@arvindkejriwal
@bjp4india
@mohfw_india
@amitshah
@who
@myogiadityanath

Top Mentioned in G4:
@jachristian
@stephenking
@petebuttigieg
@sciencemagazine
@georgetakei
@oren_jacobson
@shellybarring
@owenlucille1914
@tracyolson8
@pulitzercenter

Top Mentioned in G5:
@senatemajldr
@sifill_ldf
@senschumer
@speakerpelosi
@gop
@mhdksafa
@drgjackbrown
@googlenews
@jacq_thomsen
@sentedcruz

Top Mentioned in G6:
@ossoff
@reverendwarnock
@debramessing
@yahoo
@donwinslow
@moderna_tx
@jkenney
@pfizer
@4evernevertrump
@adamparkhomenko

Top Mentioned in G7:
@zackbornstein
@dollyparton
@paulareidcbs
@weijia
@drericding
@davmicrot
@choo_ek
@ratemyskyperoom
@oncannabisstore
@huffpost

Top Mentioned in G8:
@garrcie
@_vershawn
@ianpauldukes
@deorygun
@scottgottliebmd
@fahimanwar

Top Mentioned in G9:
@nbcnews
@steventdennis
@kaivanshroff
@lyzl
@vulture
@stopthecriminal
@realdonaldtrump
@nicolemfoy
@deeptabhattacha
@forbestech

Top Mentioned in G10:
@chrislhayes
@oliviatroye
@msnbc
@skarlamangla
@rcampbellmc58
@stanford
@joycewhitevance
@joncoopertweets
@jaketapper
@hooverinst

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@la_patilla
@zazoomblog
@infoitinterno
@americanair
@gocoo_59
@lasillarota
@reporteactivo
@okezonenews
@infolecturas

Top Tweeters in G1:
@la_patilla
@zazoomblog
@infoitinterno
@lasillarota
@reporteactivo
@infolecturas
@tuitreportes
@afropages
@medicinehelp
@bisniscom

Top Tweeters in G2:
@monicarivpin
@kdl0888
@mobygrapefan
@news1130
@marcosarellano
@howyofwi
@jjpearso64
@sylvaners
@vickiebluewave
@cbsnews

Top Tweeters in G3:
@artis_elemental
@prashantarchu
@aajtak
@news24tvchannel
@ajaykushwaha_
@nanditathhakur
@airnewsalerts
@agavecorn
@meenadasnarayan
@davequast

Top Tweeters in G4:
@snw106
@jodzio
@massingillcindy
@jones410
@razzleberry_e
@sawsharee
@basiasosnowska
@joyannreid
@boleygo
@drurbanski

Top Tweeters in G5:
@jayoung1892
@deansherrys
@foxnews
@camoxendale
@michelle9647
@garyd552
@kjfkugkujvj
@seeyabeu
@cmclymer
@boggskm1

Top Tweeters in G6:
@bethlevin
@nationalpost
@oldsoutherndem
@funder
@globalnews
@ctvnews
@kvue
@cbcnews
@ekbmary
@saverdemocrazy

Top Tweeters in G7:
@1loriking
@lisakbromley
@huffpost
@suescoby
@_reaalamerican_
@solomankarl
@4evrstardancer
@jonathancohn
@kahlanamnell77
@ssparklesdaily

Top Tweeters in G8:
@_shan_h
@abedelrey
@svintnelly
@_sydnyp
@scoot_tomylevel
@ohhheyyhannah
@jessicahdzg
@shatteredxknife
@noheroesall0wed
@evettex12

Top Tweeters in G9:
@margaritateresa
@iamjoetrudeau
@lauriespoon
@nbcnews
@vulture
@dudiegirl2
@politikmasfina
@theonerebel
@marionburr5
@epuujee

Top Tweeters in G10:
@rosenchild
@katcapps
@itswanda
@mdjacksondallas
@now_justice
@brighidsforge
@elinar1
@jaketapper
@joshtpm
@msnbc