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#IRS OR @IRSNews OR @IRSTaxPros_2021-04-17_14-06-02.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 17, 2021
Short Description:
#IRS OR @IRSNews OR @IRSTaxPros via NodeXL https://bit.ly/3gkldmY
@irsnews
@irstaxpros
@irs_ci
@forheena
@duckaroo3
@_______mkultra
@bryan_loder
@lamo79bley
@iasassociation
@editorvipul

Top hashtags:
#irs
#taxes
#taxday
#tax
#taxseason
#covidreliefirs
#wheresmyrefund

Description:
Description
The graph represents a network of 5,338 Twitter users whose tweets in the requested range contained "#IRS OR @IRSNews OR @IRSTaxPros", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 17 April 2021 at 21:12 UTC.

The requested start date was Saturday, 17 April 2021 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 5-day, 1-hour, 43-minute period from Sunday, 11 April 2021 at 22:17 UTC to Saturday, 17 April 2021 at 00:00 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 : 5338
Unique Edges : 4971
Edges With Duplicates : 10133
Total Edges : 15104
Number of Edge Types : 5
Replies to : 3087
Tweet : 1509
Mentions : 5002
Retweet : 2343
MentionsInRetweet : 3163
Self-Loops : 1575
Reciprocated Vertex Pair Ratio : 0.0257456387169387
Reciprocated Edge Ratio : 0.0501988753257441
Connected Components : 747
Single-Vertex Connected Components : 581
Maximum Vertices in a Connected Component : 4184
Maximum Edges in a Connected Component : 13320
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.354696
Graph Density : 0.000255924183259266
Modularity : 0.381404
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,338 Twitter users whose tweets in the requested range contained "#IRS OR @IRSNews OR @IRSTaxPros", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 17 April 2021 at 21:12 UTC.

The requested start date was Saturday, 17 April 2021 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 5-day, 1-hour, 43-minute period from Sunday, 11 April 2021 at 22:17 UTC to Saturday, 17 April 2021 at 00:00 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 : #IRS OR @IRSNews OR @IRSTaxPros
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:
[77] https://www.irs.gov/newsroom/irs-reminds-taxpayers-to-make-april-15-estimated-tax-payment
[55] https://www.irs.gov/help/browser-update-recommendation
[42] https://miamidiario.com/atencion-irs-da-fecha-de-envio-de-nueva-ayuda-para-las-familias/
[32] https://irs.gov/
[28] https://www.irs.gov/newsroom/tax-day-for-individuals-extended-to-may-17-treasury-irs-extend-filing-and-payment-deadline
[21] https://www.irs.gov/news
[18] https://www.irs.gov/newsroom/irs-provides-guidance-for-employers-claiming-the-employee-retention-credit-for-first-two-quarters-of-2021
[17] https://www.irs.gov/newsroom/irs-letters-explain-why-some-2020-recovery-rebate-credits-are-different-than-expected
[17] https://www.irs.gov/wotc
[16] https://www.irs.gov/newsroom/irs-to-recalculate-taxes-on-unemployment-benefits-refunds-to-start-in-may

Top URLs in Tweet in G1:
[25] https://www.irs.gov/newsroom/irs-reminds-taxpayers-to-make-april-15-estimated-tax-payment
[17] https://www.irs.gov/help/browser-update-recommendation
[14] https://irs.gov/
[10] https://www.moneysmartweek.org/2021/tax-fraud-identity-theft
[8] https://www.irs.gov/help
[7] https://www.irs.gov/newsroom/irs-extends-april-15-and-other-upcoming-deadlines-provides-other-tax-relief-for-victims-of-texas-winter-storms
[7] https://www.irs.gov/newsroom/irs-to-recalculate-taxes-on-unemployment-benefits-refunds-to-start-in-may
[7] https://www.irs.gov/wotc
[7] https://www.irs.gov/newsroom/irs-reminds-foreign-bank-and-financial-account-holders-the-fbar-deadline-remains-april-15
[7] https://www.irs.gov/newsroom/irs-letters-explain-why-some-2020-recovery-rebate-credits-are-different-than-expected

Top URLs in Tweet in G2:
[14] https://www.irs.gov/help/browser-update-recommendation
[14] https://info382008.wixsite.com/jackndot
[10] https://www.irs.gov/newsroom/tax-day-for-individuals-extended-to-may-17-treasury-irs-extend-filing-and-payment-deadline
[8] https://www.instagram.com/accounts/login/
[8] https://www.irs.gov/ippin
[7] https://go.usa.gov:443/xHgy8
[6] https://www.irs.gov/newsroom/irs-provides-guidance-for-employers-claiming-the-employee-retention-credit-for-first-two-quarters-of-2021
[6] https://www.irs.gov/newsroom/those-experiencing-homelessness-can-get-economic-impact-payments-and-other-tax-benefits-permanent-address-not-required
[6] https://www.irs.gov/newsroom/irs-free-file-can-help-people-who-have-no-filing-requirement-find-overlooked-tax-credits-and-get-a-refund
[5] https://www.irs.gov/coronavirus/economic-impact-payments

Top URLs in Tweet in G3:
[47] https://www.irs.gov/newsroom/irs-reminds-taxpayers-to-make-april-15-estimated-tax-payment
[9] https://www.irs.gov/prorrogas
[9] https://irs.gov/
[8] https://www.youtube.com/watch?v=Z9yRuyXt9vQ&feature=youtu.be

[7] https://irs.gov/ita
[6] https://www.irs.gov/newsroom/irs-letters-explain-why-some-2020-recovery-rebate-credits-are-different-than-expected
[5] https://www.irs.gov/newsroom/irs-reminds-us-territory-residents-about-us-income-tax-rules-relating-to-pandemic-unemployment-compensation
[5] https://www.irs.gov/newsroom/irs-reminds-foreign-bank-and-financial-account-holders-the-fbar-deadline-remains-april-15
[5] https://www.youtube.com/watch?v=m0jA-EfaA60&feature=youtu.be

[5] https://go.usa.gov:443/xHgy8

Top URLs in Tweet in G4:
[3] https://www.irs.gov/compliance/criminal-investigation/ithaca-man-charged-with-covid-19-relief-fraud
[2] https://escobar.house.gov/calendar/eventsingle.aspx?EventID=643
[2] https://liberalsarecool.com/post/648497859762733057/thank-you-senwarren-irs#_=_
[2] https://twitter.com/RzstProgramming/status/1381352264674250754
[1] https://www.irs.gov/compliance/criminal-investigation/san-diego-chiropractor-sentenced-to-three-years-in-prison-for-multi-million-dollar-workers-compensation-medicare-and-tricare-schemes
[1] https://www.irs.gov/compliance/criminal-investigation/kearney-nail-salon-owner-convicted-by-jury-for-filing-false-tax-returns
[1] https://www.irs.gov/compliance/criminal-investigation/irs-criminal-investigation-pledges-continued-commitment-to-investigating-covid-19-fraud-as-cares-act-reaches-one-year-anniversary
[1] https://twitter.com/IRS_CI/status/1382024639833071629
[1] https://www.irs.gov/compliance/criminal-investigation/disgraced-soccer-team-owner-sentenced-to-additional-prison-time-for-massive-federal-and-state-tax-fraud
[1] https://www.irs.gov/compliance/criminal-investigation/northborough-man-sentenced-for-aiding-romance-and-lottery-schemes-targeting-elderly

Top URLs in Tweet in G5:
[19] https://www.irs.gov/news
[9] https://www.change.org/p/us-treasury-get-my-refund-now-irs?recruiter=false&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&utm_term=petition_dashboard&recruited_by_id=9c9f64e0-9e0c-11eb-819e-71a222db85c5
[8] https://twitter.com/sugardose/status/1375126731024171018
[7] https://www.yahoo.com/entertainment/people-might-return-1-400-170801295.html
[4] https://irs.gov/
[3] https://www.irs.gov/newsroom/irs-reminds-taxpayers-to-make-april-15-estimated-tax-payment
[3] https://www.grassley.senate.gov/imo/media/doc/fy_2020_pdc_arc_quarterly_update_through_september_17_2020.pdf.pdf
[2] https://www.irs.gov/newsroom/irs-letters-explain-why-some-2020-recovery-rebate-credits-are-different-than-expected
[2] https://www.irsvideos.gov/Business/RetirementPlans/RetirementPlansForSmallEmployersAndSelf-Employed
[2] https://www.irs.gov/newsroom/tax-day-for-individuals-extended-to-may-17-treasury-irs-extend-filing-and-payment-deadline

Top URLs in Tweet in G6:
[2] https://www.cnbc.com/2021/02/25/what-to-know-about-your-taxes-if-you-day-traded-in-2020.html
[2] https://twitter.com/momnco/status/1381756328624988160
[1] https://twitter.com/cndistributors/status/1383122785954885633
[1] https://www.mass.gov/service-details/massachusetts-unemployment-deduction-worksheet
[1] https://www.ft.com/content/58f822cf-d201-4116-9b67-965f706df517
[1] https://www.nytimes.com/2021/04/09/your-money/taxes-filing-deadline.html?action=click&module=In%20Other%20News&pgtype=Homepage
[1] https://www.washingtonpost.com/business/2021/03/19/irs-tax-deadline-may-17/
[1] https://twitter.com/Baig4Justice/status/1382372645480628231
[1] https://www.youtube.com/watch?v=I5xGkwxjZ_g&feature=youtu.be

[1] https://www.cnbc.com/2021/04/14/irs-is-probing-the-dark-web-to-look-for-cryptocurrency-nft-tax-evasion.html

Top URLs in Tweet in G7:
[2] https://twitter.com/thehill/status/1382148866854825992
[1] https://twitter.com/MountainsStars/status/1298093722106699776
[1] https://www.salon.com/2021/03/27/rep-devin-nunes-mother-messed-up-his-campaigns-financial-reports_partner/
[1] https://www.ccn.com/dr-phil-400-million-why-does-he-need-ppp-loan/
[1] https://abcnews.go.com/US/inequities-ppp-megachurches-large-corporations-receive-money-ahead/story?id=75331197
[1] https://breaking911.com/breaking-seattle-police-responding-to-shooting-in-citys-central-district-at-least-4-people-reportedly-shot/
[1] https://www.youtube.com/watch?v=iTACH1eVIaA&feature=youtu.be

[1] https://www.bbc.com/news/world-us-canada-56714346
[1] https://twitter.com/duckaroo3/status/1358617147367428099
[1] https://www.ajc.com/news/4-wounded-in-shooting-involving-birmingham-city-bus/4MWNUSEJ6REKDELEPEF7TDLD7I/

Top URLs in Tweet in G8:
[2] https://legendofficers.com/arunita-phukan-yadav-appointed-as-ed-tea-board-guwahati/
[1] https://legendofficers.com/dharmraj-khatik-appointed-as-deputy-secretary-d-o-official-language/
[1] https://legendofficers.com/sushil-chandra-is-set-to-be-next-cec-reports/

Top URLs in Tweet in G9:
[1] https://twitter.com/HumanityForward/status/1382001811452784649
[1] https://triblive.com/news/politics-election/irs-chief-expects-new-child-payments-to-start-this-summer/
[1] https://www.irs.gov/news
[1] https://docs.google.com/document/d/1EolCJhXWflnhaCocKsSKL08_ag2PfJT0hrvxBkMd5UY/edit?usp=drivesdk

Top URLs in Tweet in G10:
[1] https://twitter.com/styopas/status/1382765024385626116
[1] https://blacklivesmatter.com/
[1] https://rewardingways.com/?refid=453661

Top Domains
Top Domains in Tweet in Entire Graph:
[737] irs.gov
[166] twitter.com
[90] youtube.com
[69] usajobs.gov
[42] miamidiario.com
[40] usa.gov
[37] ziftsolutions.com
[23] cnbc.com
[22] moneysmartweek.org
[22] dy.si

Top Domains in Tweet in G1:
[249] irs.gov
[30] twitter.com
[16] youtube.com
[12] moneysmartweek.org
[11] usa.gov
[5] cnbc.com
[4] irsvideos.gov
[3] drakesoftware.com
[3] cnet.com
[2] nextgov.com

Top Domains in Tweet in G2:
[133] irs.gov
[36] ziftsolutions.com
[26] twitter.com
[22] youtube.com
[14] wixsite.com
[13] cnbc.com
[12] usa.gov
[8] instagram.com
[7] forbes.com
[7] yahoo.com

Top Domains in Tweet in G3:
[231] irs.gov
[65] usajobs.gov
[23] youtube.com
[14] usa.gov
[10] twitter.com
[9] americanbusinesstv.com
[3] cvsoci.al
[3] facebook.com
[2] irstaxforum.com
[2] jacobinmag.com

Top Domains in Tweet in G4:
[26] twitter.com
[19] irs.gov
[3] youtube.com
[2] house.gov
[2] liberalsarecool.com
[1] usa.gov
[1] ssa.gov
[1] nature.com
[1] bloomberg.com
[1] msn.com

Top Domains in Tweet in G5:
[49] irs.gov
[23] twitter.com
[9] change.org
[7] yahoo.com
[4] transistor.fm
[3] senate.gov
[2] youtube.com
[2] irsvideos.gov
[2] usa.gov
[2] fixturescloseup.com

Top Domains in Tweet in G6:
[4] twitter.com
[3] cnbc.com
[1] mass.gov
[1] ft.com
[1] nytimes.com
[1] washingtonpost.com
[1] youtube.com
[1] bloomberg.com
[1] cnet.com
[1] cpapracticeadvisor.com

Top Domains in Tweet in G7:
[10] twitter.com
[2] youtube.com
[1] salon.com
[1] ccn.com
[1] go.com
[1] breaking911.com
[1] bbc.com
[1] ajc.com
[1] nytimes.com
[1] propublica.org

Top Domains in Tweet in G8:
[4] legendofficers.com

Top Domains in Tweet in G9:
[1] twitter.com
[1] triblive.com
[1] irs.gov
[1] google.com

Top Domains in Tweet in G10:
[1] twitter.com
[1] blacklivesmatter.com
[1] rewardingways.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3042] irs
[301] taxes
[240] taxday
[190] tax
[105] taxseason
[101] covidreliefirs
[98] wheresmyrefund
[86] taxrefund
[82] bitcoin
[67] ponzi



Top Hashtags in Tweet in G1:
[557] irs
[113] taxday
[24] covidreliefirs
[21] taxpros
[20] irsfreefile
[17] fbar
[16] today
[14] taxes
[13] irsdirectdeposit
[11] msw2021

Top Hashtags in Tweet in G2:
[823] irs
[179] taxes
[96] tax
[71] taxseason
[58] taxrefund
[47] taxday
[44] taxplanning
[36] blockchain
[35] covidreliefirs
[26] irshelp

Top Hashtags in Tweet in G3:
[609] irs
[63] irsjobs
[46] nowhiring
[43] taxday
[34] covidreliefirs
[30] today
[25] taxpros
[13] wheresmyrefund
[12] opentothepublic
[12] taxsecurity

Top Hashtags in Tweet in G4:
[112] irs
[67] bitcoin
[66] ponzi
[66] investment
[17] taxtwitter
[16] americanrescueplan
[7] sec
[7] finra
[6] covid19
[6] garygensler

Top Hashtags in Tweet in G5:
[172] irs
[76] wheresmyrefund
[16] taxes
[14] fundtheirs
[13] wheresmystimulus
[11] irsfail
[11] whereismyrefund
[10] taxtwitter
[10] wheresmystimmy
[9] irsdirectdeposit

Top Hashtags in Tweet in G6:
[23] irs
[9] directexpress
[9] biden
[8] whitehouse
[8] socialsecurity
[8] taxes
[7] stimuluscheck
[7] stimuluschecks
[7] stimulus
[3] trump

Top Hashtags in Tweet in G7:
[22] irs
[3] drugmaker
[3] squibb
[3] firerettig
[2] donaldtrump
[2] taxes
[2] auditors
[1] taxtwitter
[1] offshore
[1] taxpayers

Top Hashtags in Tweet in G8:
[61] irs
[33] wow
[23] knowyourcec
[23] assembly
[4] cbdt
[2] teaboard
[2] guwahati
[2] sushilchandra
[2] cec
[2] chairman

Top Hashtags in Tweet in G9:
[16] americanrescueplan
[5] irs
[1] ubi

Top Hashtags in Tweet in G10:
[2] fraud
[2] icann
[1] blacklivesmatter
[1] blacklivesmatterwebsites
[1] irs
[1] worldwide
[1] icann63
[1] arizona
[1] godaddy
[1] sendit

Top Words
Top Words in Tweet in Entire Graph:
[4348] irsnews
[3024] #irs
[2296] tax
[1038] still
[964] irs
[859] refund
[749] stimulus
[714] taxes
[691] 2021
[616] irstaxpros

Top Words in Tweet in G1:
[2068] irsnews
[830] tax
[557] #irs
[462] still
[390] refund
[332] filed
[270] stimulus
[268] 2021
[246] payment
[238] taxes

Top Words in Tweet in G2:
[822] #irs
[383] tax
[179] #taxes
[164] irs
[120] more
[101] taxes
[95] #tax
[89] 2021
[73] return
[72] payments

Top Words in Tweet in G3:
[609] #irs
[518] irstaxpros
[385] tax
[339] irsnews
[180] 2021
[135] more
[115] taxes
[112] payment
[104] still
[95] irsenespanol

Top Words in Tweet in G4:
[201] irsnews
[187] irs_ci
[123] tax
[112] #irs
[82] potus
[81] fraud
[76] returns
[73] using
[71] schemes
[71] someone

Top Words in Tweet in G5:
[1259] irsnews
[303] still
[276] check
[269] stimulus
[252] refund
[219] tax
[209] waiting
[191] ustreasury
[187] irs
[172] #irs

Top Words in Tweet in G6:
[40] irsnews
[23] #irs
[19] irs
[19] stimulus
[17] cnn
[14] tax
[13] people
[12] cnbc
[11] checks
[11] gt

Top Words in Tweet in G7:
[24] irsnews
[20] #irs
[17] gop
[17] fbi
[16] dhsgov
[15] leadermcconnell
[15] franklin_graham
[14] nikkihaley
[14] pastordscott
[13] secenfdirector

Top Words in Tweet in G8:
[86] chandra
[84] sushil
[61] #irs
[60] historic
[60] day
[60] irs
[36] appointed
[34] chief
[34] election
[33] #wow

Top Words in Tweet in G9:
[59] humanityforward
[56] tax
[54] monthly
[53] irs
[52] question
[52] credit
[51] simple
[51] track
[51] child
[51] payments

Top Words in Tweet in G10:
[11] irsnews
[7] statedept
[5] blm_to
[5] blmla
[5] usc
[5] aliciagarza
[5] opalayo
[5] torontocomms
[5] citynews
[5] thetorontosun

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[323] tax,return
[278] irsnews,#irs
[242] 17,2021
[241] april,15
[219] tax,filing
[207] direct,deposit
[204] tax,refund
[191] filing,payment
[180] stimulus,check
[179] still,waiting

Top Word Pairs in Tweet in G1:
[170] irsnews,#irs
[139] tax,return
[123] tax,filing
[118] 17,2021
[106] filing,payment
[100] extended,17
[100] 2021,still
[99] irsnews,remember
[97] deadline,extended
[97] payment,deadline

Top Word Pairs in Tweet in G2:
[57] #taxes,#irs
[37] #irs,#taxseason
[36] april,15
[36] zoom,calls
[36] calls,#blockchain
[36] #blockchain,tax
[36] tax,auditing
[36] auditing,experiencing
[36] experiencing,game
[36] game,changing

Top Word Pairs in Tweet in G3:
[77] irsnews,irstaxpros
[66] april,15
[65] #irs,reminder
[63] estimated,tax
[63] tax,return
[55] learn,more
[54] irstaxpros,#irs
[48] tax,payment
[48] payment,due
[40] irsnews,irsnews

Top Word Pairs in Tweet in G4:
[69] tax,fraud
[66] alert,#ponzi
[66] #ponzi,schemes
[66] schemes,using
[66] using,#bitcoin
[66] #bitcoin,believe
[66] believe,promises
[66] promises,guaranteed
[66] guaranteed,high
[66] high,#investment

Top Word Pairs in Tweet in G5:
[149] direct,deposit
[119] mailing,address
[114] irsnews,ustreasury
[100] stimulus,check
[76] still,waiting
[70] irsnews,stimulus
[67] paper,check
[61] weeks,still
[60] tax,refund
[59] still,nothing

Top Word Pairs in Tweet in G6:
[11] stimulus,checks
[9] #irs,#directexpress
[8] irs,sending
[8] sending,stimulus
[8] checks,killing
[8] killing,people
[8] people,#irs
[8] #directexpress,#whitehouse
[8] #whitehouse,#biden
[8] #biden,#socialsecurity

Top Word Pairs in Tweet in G7:
[11] housegop,ralphreed
[9] #irs,went
[9] went,big
[9] big,fish
[9] fish,robert
[9] robert,mercer
[9] mercer,rentech
[8] macfinn44,#irs
[8] fbi,dhsgov
[7] dhsgov,secretservice

Top Word Pairs in Tweet in G8:
[84] sushil,chandra
[60] historic,day
[34] chief,election
[33] #wow,historic
[33] day,irs
[33] irs,ec
[33] ec,sushil
[33] chandra,#irs
[33] #irs,1980
[33] 1980,appointed

Top Word Pairs in Tweet in G9:
[51] question,simple
[51] simple,irs
[51] irs,track
[51] track,monthly
[51] monthly,child
[51] child,tax
[51] tax,credit
[51] credit,payments
[51] payments,starting
[51] starting,july

Top Word Pairs in Tweet in G10:
[5] statedept,blm_to
[5] blm_to,blmla
[5] blmla,usc
[5] usc,aliciagarza
[5] aliciagarza,opalayo
[5] opalayo,torontocomms
[5] torontocomms,citynews
[5] citynews,thetorontosun
[5] thetorontosun,torontostar
[5] torontostar,cbctoronto

Top Replied-To
Top Replied-To in Entire Graph:
@irsnews
@irstaxpros
@ustreasury
@sechacienda
@potus
@sentoddyoung
@toryros
@kevinjrr
@thehill
@comeinsideus

Top Replied-To in G1:
@irsnews
@comeinsideus
@irstaxpros
@repstevestivers
@watchsometv
@ijustbtweeting
@karla_gabriel11
@thweattsara
@incognitoelle1
@kpounders20

Top Replied-To in G2:
@mysillyplanet

Top Replied-To in G3:
@irstaxpros
@irsnews
@sajohnson91
@cultofquack
@smenor
@mike_feichtner
@potus
@literallyagoose
@uriqexo
@dionysus9090

Top Replied-To in G4:
@irsnews
@potus
@bomita59
@sbagov
@joebiden
@kylegriffin1
@senwhitehouse
@grunk3h
@whitehouse
@irstaxpros

Top Replied-To in G5:
@irsnews
@ustreasury
@kevinjrr
@toryros
@strongarmtype
@irsenespanol
@agent775nv
@janedoe2441
@bigmadbinch
@clark9899

Top Replied-To in G6:
@irsnews
@nytimes
@squawkcnbc
@ryanjmcdonell
@meghan0130811
@rondesantisfl
@wdwthemeparks
@marchurboston
@yahoo
@cnn

Top Replied-To in G7:
@thehill
@irsnews
@ajc
@brianentin
@realamvoice
@ustreasury
@zekejmiller
@secretservice
@georgiagov
@wholemarsblog

Top Replied-To in G8:
@swarup58

Top Replied-To in G9:
@humanityforward
@irsnews
@covidoversight
@analyticd
@asplovepolitics
@sensherrodbrown

Top Replied-To in G10:
@statedept
@chime
@secblinken
@ohthatstevenguy
@senatormenendez

Top Mentioned
Top Mentioned in Entire Graph:
@irsnews
@irstaxpros
@ustreasury
@irs_ci
@potus
@irsenespanol
@irssmallbiz
@fbi
@joebiden
@humanityforward

Top Mentioned in G1:
@irsnews
@ftc
@comeinsideus
@irstaxsecurity
@senatormenendez
@donnajo90956970
@supashiesty45
@nativalentina
@jessicakibel
@selfcontainers

Top Mentioned in G2:
@jackdot
@managepoint1
@josephmarion669
@taxgirlpodcast
@acejla
@melisaherington
@taxseer
@bfcia
@drpaulrlong1

Top Mentioned in G3:
@irstaxpros
@irsnews
@irsenespanol
@irssmallbiz
@potus
@cnn
@foxnews
@usajobs
@yourvoiceatirs
@irstaxsecurity

Top Mentioned in G4:
@irs_ci
@irsnews
@potus
@joebiden
@irstaxpros
@vp
@whitehouse
@fbi
@kamalaharris
@sbagov

Top Mentioned in G5:
@irsnews
@ustreasury
@fiscalservice
@turbotax
@irstaxpros
@apanonews
@empoweredpi
@aapidata
@secyellen
@nws

Top Mentioned in G6:
@irsnews
@cnn
@cnbc
@msnbc
@irstaxpros
@nytimes
@binanceushelp
@binance
@govrondesantis
@foxnews

Top Mentioned in G7:
@irsnews
@fbi
@gop
@leadermcconnell
@nikkihaley
@pastordscott
@dhsgov
@franklin_graham
@thejusticedept
@jentezen

Top Mentioned in G8:
@thevijaykedia
@padmapanibora
@bureaucratsind
@irsassociation
@legend_officers
@ecisveep
@pmoindia
@iasassociation
@indbureaucracy
@ips_association

Top Mentioned in G9:
@humanityforward
@irsnews
@covidoversight
@sensherrodbrown
@teslacar3
@mpuazi
@github
@telegram
@stem_feed

Top Mentioned in G10:
@irsnews
@statedept
@blm_to
@blmla
@usc
@aliciagarza
@opalayo
@torontocomms
@citynews
@thetorontosun

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@oldlady12345
@sectest9
@dolartoday
@marcodacostafx
@solutioneer72
@delta
@joni_looking
@sddphoto
@jenkers_en

Top Tweeters in G1:
@joni_looking
@tallyannae
@drkwingduck
@all100senators
@jmill26_
@dop3sweet
@dolcedyamond
@donmgreen
@rikdaddy
@seriousmommadoe

Top Tweeters in G2:
@pulpnews
@marcodacostafx
@jenkers_en
@geekinfonow
@atlpartycrasher
@stanleyepstein
@losivad
@worldcitizenla
@dsquared75
@willresistadmin

Top Tweeters in G3:
@sidecastrpicks
@annwalthour
@watchthebreaks
@rqskye
@cbsnews
@rob11563
@christinluvssno
@muvairie
@wsmv
@adelkiiis

Top Tweeters in G4:
@givemepie360
@sandradunn1955
@79topper
@jjj5819
@lllwry
@joanisparkles
@bethsinniresist
@walmart
@straitarrow10
@antarianrani

Top Tweeters in G5:
@finanzlinkscom
@amazingchevvolt
@abc13houston
@cozy1614
@bangtanourstars
@abc
@mariabonanno9
@nbcnews
@truthdrivenlife
@dcarsoncpa_nyc

Top Tweeters in G6:
@reuters
@business
@guardian
@huffpost
@nytimes
@foxnews
@cnbc
@washingtonpost
@rt_com
@wtae

Top Tweeters in G7:
@thehill
@ungubunugu1274
@sexygirl798
@carrybeyond
@18diannem
@latimes
@bbcworld
@ajc
@dianeeugenio
@servelan

Top Tweeters in G8:
@dumbull
@tollycinemaguy
@vats_26
@nedworks
@indbureaucracy
@viveksinghania2
@yashginoya_98
@rajwardhan235
@pankajm25772379
@kishensahil

Top Tweeters in G9:
@oldlady12345
@robinmcouch
@elfdemon_
@canadiensfan
@watchyourrepssc
@avildsen
@vaw511
@madelynerants
@princesshoped
@triblive

Top Tweeters in G10:
@torontostar
@wwe
@thetorontosun
@citynews
@usgovreport
@cbctoronto
@ihop
@godaddy
@jackposobiec
@vol_football


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