#IRS OR @IRSNews OR @IRSTaxPros, Twitter, 10/15/2022 11:23:46 PM, 282949


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#IRS OR @IRSNews OR @IRSTaxPros_2022-10-15_14-24-02.xlsx
#IRS OR @IRSNews OR @IRSTaxPros_2022-10-15_14-24-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 15, 2022
Short Description:
#IRS OR @IRSNews OR @IRSTaxPros via NodeXL https://bit.ly/3T3CBNq
@irsnews
@irstaxpros
@irs_ci
@drdrjeff
@epochtimes
@taxreformer
@j_dickson12
@raghavanramirez
@rogerrabbit7265
@fbi

Top hashtags:
#irs
#tax
#taxes
#cybermonth
#hurricaneian
#irstaxtip
#taxsecurity
#ias

Description:
Description
The graph represents a network of 4,790 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, 15 October 2022 at 21:34 UTC.

The requested start date was Saturday, 15 October 2022 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 13-day, 0-hour, 23-minute period from Saturday, 01 October 2022 at 22:37 UTC to Friday, 14 October 2022 at 23:00 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 : 4790
Unique Edges : 4455
Edges With Duplicates : 13078
Total Edges : 17533
Number of Edge Types : 5
Mentions : 6671
Retweet : 3075
MentionsInRetweet : 3883
Tweet : 2595
Replies to : 1309
Self-Loops : 2682
Reciprocated Vertex Pair Ratio : 0.0145787421596881
Reciprocated Edge Ratio : 0.0287385129490393
Connected Components : 783
Single-Vertex Connected Components : 538
Maximum Vertices in a Connected Component : 3424
Maximum Edges in a Connected Component : 15228
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.162594
Graph Density : 0.000260905842416359
Modularity : 0.303054
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 4,790 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, 15 October 2022 at 21:34 UTC.

The requested start date was Saturday, 15 October 2022 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 13-day, 0-hour, 23-minute period from Saturday, 01 October 2022 at 22:37 UTC to Friday, 14 October 2022 at 23:00 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:
[29] https://www.irs.gov/disasters
[19] https://www.irs.gov/newsroom/reconstructing-records-after-a-natural-disaster-or-casualty-loss
[18] https://www.atr.org/irs-refuses-to-explain-destruction-of-30-million-taxpayer-files/
[16] https://nymag.com/intelligencer/2022/10/secret-service-misreported-kamala-harris-car-accident.html
[16] https://www.businessinsider.com/oath-keepers-trial-stewart-rhodes-claimed-contact-secret-service-agent-2022-10?fbclid=IwAR3z1txHpoEI-P2Oq0I1OyNMAAynTlEXkteAiIIgAwuhyNdUU1MbxCSKFwU
[15] https://time.com/6204928/irs-87000-agents-factcheck-biden/
[10] https://www.irs.gov/uac/security-summit
[10] https://www.foxbusiness.com/economy/five-irs-employees-stole-covid-relief-funds-buy-gucci-trips-las-vegas-justice-department-says
[9] https://www.irs.gov/forms
[9] https://www.irs.gov/newsroom/irs-reports-significant-increase-in-texting-scams-warns-taxpayers-to-remain-vigilant

Top URLs in Tweet in G1:
[12] https://www.irs.gov/disasters
[10] https://www.irs.gov/newsroom/reconstructing-records-after-a-natural-disaster-or-casualty-loss
[5] https://irs.gov/efile
[4] https://www.irs.gov/newsroom/irs-reports-significant-increase-in-texting-scams-warns-taxpayers-to-remain-vigilant
[3] https://www.irs.gov/businesses/small-businesses-self-employed/backup-withholding
[3] https://twitter.com/PiperK/status/1575226220127879168
[2] https://www.irs.gov/newsroom/irs-alternative-media-center-working-to-ensure-tax-info-is-accessible-to-everyone
[2] https://www.irs.gov/es/newsroom/irs-reports-significant-increase-in-texting-scams-warns-taxpayers-to-remain-vigilant
[2] https://www.irs.gov/newsroom/irs-hurricane-ian-victims-in-the-carolinas-qualify-for-tax-relief-oct-17-deadline-other-dates-extended-to-feb-15
[2] https://twitter.com/Franklin_Graham/status/1580012948642476032

Top URLs in Tweet in G2:
[6] https://www.foxbusiness.com/economy/five-irs-employees-stole-covid-relief-funds-buy-gucci-trips-las-vegas-justice-department-says
[6] https://www.irs.gov/disasters
[6] http://businessguid.com
[6] https://www.debrarrichardson.com/essentials
[4] https://www.irs.gov/accounts
[4] https://www.irs.gov/newsroom/what-business-owners-need-to-do-when-closing-their-doors-for-good
[4] http://irsfertility.com
[4] https://www.irs.gov/newsroom/some-things-to-know-about-crowdfunding-and-taxes
[3] https://www.irs.gov/newsroom/irs-reports-significant-increase-in-texting-scams-warns-taxpayers-to-remain-vigilant
[3] https://www.irs.gov/newsroom/irs-updates-information-on-tax-credit-helping-businesses-to-hire-certain-categories-of-workers

Top URLs in Tweet in G3:
[3] https://federalnewsnetwork.com/federal-newscast/2022/10/lawmakers-push-for-a-waiver-extension-of-student-loan-debt-relief-for-government-employees/
[3] https://federalnewsnetwork.com/federal-newscast/2022/10/the-space-development-agency-lands-upon-a-new-permanent-home/
[2] https://twitter.com/ab84/status/1579087313950633984
[2] https://restructuring.ra.kroll.com/endo/Home-ClaimInfo
[2] https://investor.endo.com/node/11201/html
[1] https://www.eseller365.com/irs-extends-filing-deadline-hurricane-ian-fiona/?utm_source=twitter&utm_campaign=publer&utm_medium=organic_post
[1] https://www.thedailybeast.com/trump-sought-legal-advice-from-right-wing-activist-tom-fitton-who-is-not-a-lawyer
[1] https://www.smartnews.com/p/4471123514207772406?placement=article-preview-social&utm_source=share_android_twitter&utm_campaign=sn_lid%3A4471123514207772406%7Csn_channel%3Acr_en_us_top&share_id=bKNs2R
[1] https://www.thedailybeast.com/alex-jones-mocks-sandy-hook-families-do-they-think-theyre-getting-any-of-this-money?source=twitter&via=mobile
[1] https://www.youtube.com/watch?v=32dic7uIEAY&feature=youtu.be


Top URLs in Tweet in G4:
[8] https://www.irs.gov/disasters
[7] https://www.irs.gov/faqs/small-business-self-employed-other-business/income-expenses/income-expenses
[7] https://www.irs.gov/forms
[6] https://www.irs.gov/uac/security-summit
[6] https://www.youtube.com/irsvideosmultilingua
[5] https://www.irs.gov/newsroom/reconstructing-records-after-a-natural-disaster-or-casualty-loss
[4] https://irs.gov/efile
[4] https://www.irs.gov/forms-pubs/about-publication-225
[3] https://www.irs.gov/accounts
[3] https://www.irs.gov/newsroom/got-a-letter-or-notice-from-the-irs-here-are-the-next-steps

Top URLs in Tweet in G5:
[2] https://www.justice.gov/usao-dc/pr/two-arrested-alleged-conspiracy-launder-45-billion-stolen-cryptocurrency
[2] https://tech.co/news/irs-text-phishing-scams
[2] https://www.bleepingcomputer.com/news/security/irs-warns-americans-of-massive-rise-in-sms-phishing-attacks/
[1] https://twitter.com/rayhartmann/status/1580304400844627968
[1] https://twitter.com/Franklin_Graham/status/1580012948642476032
[1] https://irs.gov/criminalinvestigation
[1] https://www.tiktok.com/@victorrancour/video/7152924055006498091?_t=8WRGwVDpK8J&_r=1
[1] https://www.irs.gov/compliance/criminal-investigation/fourth-defendant-sentenced-in-farmington-tax-fraud-conspiracy
[1] https://twitter.com/natedog155/status/1576575560389513222
[1] https://twitter.com/oldguy_steve/status/1578198467020627968

Top URLs in Tweet in G6:
[3] https://time.com/6204928/irs-87000-agents-factcheck-biden/
[2] https://twitter.com/RepTroyNehls/status/1577718252779831299
[1] https://twitter.com/BullJax/status/1580519411370557440
[1] https://twitter.com/CREWcrew/status/1580166572010012673
[1] https://www.irs.gov/newsroom/reconstructing-records-after-a-natural-disaster-or-casualty-loss
[1] https://www.finance.senate.gov/chairmans-news/wyden-speaks-against-republican-efforts-to-protect-wealthy-tax-cheats
[1] https://www.breitbart.com/politics/2022/10/11/rnc-reminds-americans-democrats-voted-hire-87000-irs-agents/
[1] https://www.businessinsider.com/house-gop-bidens-irs-funding-taxes-refunds-2022-9
[1] https://twitter.com/truthishere4/status/1578365749990633473
[1] https://www.cnbc.com/2022/08/31/irs-is-not-hiring-an-army-of-auditors-whats-really-happening.html

Top URLs in Tweet in G7:
[1] https://www.novoco.com/notes-from-novogradac/irs-notice-2022-52-extends-major-lihtc-statutory-deadline-relief-provided-notice-2022-05-not-all
[1] https://www.irs.gov/pub/irs-drop/n-22-52.pdf
[1] https://public-inspection.federalregister.gov/2022-22070.pdf
[1] https://pandora.app.link/elWNqAI32tb
[1] https://www.gao.gov/blog/millions-people-may-still-be-eligible-covid-19-stimulus-payments-time-running-out?utm_source=twitter&utm_medium=social&utm_campaign=blogsm
[1] https://www.theatlantic.com/ideas/archive/2022/01/irs-should-stop-using-facial-recognition/621386/
[1] https://twitter.com/nyjets/status/1579816883313836036
[1] https://www.napa-net.org/news-info/daily-news/irs-affirms-stance-rmd-10-year-rule
[1] https://home.treasury.gov/system/files/136/FactSheet-Implementing-IRA-Climate-CleanEnergy-TaxIncentives.pdf?mc_cid=05b06c137b&mc_eid=UNIQID
[1] https://twitter.com/iantien/status/1578198055308120065

Top URLs in Tweet in G8:
[1] https://www.nlpc.org/government-integrity-project/chinese-police-station-in-new-york-city-has-irs-tax-exempt-status/
[1] https://youtu.be/sUFMva50MFU
[1] https://nypost.com/2022/10/03/new-orleans-mayor-lives-rent-free-in-city-owned-apartment/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[1] https://www.fairtax.org/
[1] https://twitter.com/jilevin/status/1576382000533049345

Top URLs in Tweet in G9:
[4] https://www.youtube.com/watch?v=Vjqu_tjSKTY&feature=youtu.be

[3] https://www.youtube.com/watch?v=j2aqwvVx9Oc&feature=youtu.be

[3] https://www.youtube.com/watch?v=KmOo3-Hpr18&feature=youtu.be

[3] https://www.youtube.com/watch?v=Z0laVac5pjU&feature=youtu.be

[1] https://twitter.com/JudicialWatch/status/1570170530602176512
[1] https://www.youtube.com/watch?v=llbs5wQ2Dac&feature=youtu.be

[1] https://time.com/6204928/irs-87000-agents-factcheck-biden/
[1] https://twitter.com/GOPLeader/status/1577655423204720642
[1] https://www.youtube.com/watch?v=MAfvb2MVMtU&feature=youtu.be

[1] https://www.youtube.com/watch?v=RR5NGrZN3gA&feature=youtu.be


Top URLs in Tweet in G10:
[16] https://www.atr.org/irs-refuses-to-explain-destruction-of-30-million-taxpayer-files/
[3] https://www.atr.org/blake-masters-calls-out-mark-kelly-for-casting-deciding-vote-for-87000-irs-agents/
[3] https://www.atr.org/biden-administration-cant-get-its-story-straight-on-new-irs-audits/
[1] https://www.theepochtimes.com/republican-study-committee-chairmans-bill-would-rescind-bidens-87000-new-irs-agents_4755872.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/will-you-be-in-a-new-tax-bracket-next-year_4754959.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/irs-employees-used-covid-19-relief-funds-for-luxury-cars-trips-to-las-vegas-justice-department_4776031.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/pennsylvania-man-has-not-filed-income-taxes-in-17-years_4774305.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.cbsnews.com/news/republicans-87000-irs-agents-midterm-elections/
[1] https://www.atr.org/irs-agents-allegedly-stole-taxpayer-funds-and-purchased-gucci-bags-and-vegas-vacations/
[1] https://www.freshoffthepress.org/democrats-take-knockout-punch-in-arizona-senate-debate/

Top Domains
Top Domains in Tweet in Entire Graph:
[1507] irs.gov
[304] twitter.com
[186] youtube.com
[87] usajobs.gov
[78] instagram.com
[51] whispersinthecorridors.com
[41] accountingtoday.com
[41] taxnotes.com
[31] forbes.com
[26] atr.org

Top Domains in Tweet in G1:
[485] irs.gov
[54] twitter.com
[27] youtube.com
[5] usa.gov
[4] drakesoftware.com
[2] bctv.org
[2] foxbusiness.com
[1] linkedin.com
[1] instagram.com
[1] facebook.com

Top Domains in Tweet in G2:
[106] irs.gov
[64] twitter.com
[25] youtube.com
[16] blogspot.com
[10] fundwiseagents.com
[9] bit.ly
[9] cnbc.com
[9] debrarrichardson.com
[8] foxbusiness.com
[7] etherscan.io

Top Domains in Tweet in G3:
[90] irs.gov
[33] twitter.com
[7] federalnewsnetwork.com
[4] youtube.com
[3] endo.com
[2] thedailybeast.com
[2] kroll.com
[1] 5.drive
[1] fbi.gov
[1] theatlantic.com

Top Domains in Tweet in G4:
[657] irs.gov
[90] youtube.com
[86] usajobs.gov
[41] taxnotes.com
[34] accountingtoday.com
[23] twitter.com
[18] taxbuzz.com
[13] natlawreview.com
[8] watchguardtax.com
[8] myfrugalfitness.com

Top Domains in Tweet in G5:
[130] irs.gov
[25] twitter.com
[6] justice.gov
[2] youtube.com
[2] tech.co
[2] bleepingcomputer.com
[1] usa.gov
[1] google.com
[1] wtop.com
[1] usajobs.gov

Top Domains in Tweet in G6:
[15] twitter.com
[3] ampproject.org
[3] time.com
[2] cnbc.com
[2] irs.gov
[1] senate.gov
[1] breitbart.com
[1] businessinsider.com
[1] analyzingamerica.org
[1] iowacapitaldispatch.com

Top Domains in Tweet in G7:
[6] twitter.com
[3] treasury.gov
[2] irs.gov
[1] fedinsider.com
[1] novoco.com
[1] federalregister.gov
[1] app.link
[1] gao.gov
[1] theatlantic.com
[1] napa-net.org

Top Domains in Tweet in G8:
[5] nlpc.org
[2] twitter.com
[1] youtube.com
[1] youtu.be
[1] nypost.com
[1] fairtax.org

Top Domains in Tweet in G9:
[22] youtube.com
[8] twitter.com
[1] irs.gov
[1] time.com
[1] cnbc.com
[1] politifact.com
[1] berkeley.edu
[1] angry.net

Top Domains in Tweet in G10:
[23] atr.org
[5] theepochtimes.com
[1] cbsnews.com
[1] freshoffthepress.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5313] irs
[272] tax
[258] taxes
[223] cybermonth
[187] hurricaneian
[187] irstaxtip
[183] taxsecurity
[175] ias
[147] ips
[134] ifs



Top Hashtags in Tweet in G1:
[687] irs
[63] hurricaneian
[46] irstaxtip
[41] taxsecurity
[39] cybermonth
[32] eitc
[18] worldhomelessday
[16] puertorico
[16] blindnessawarenessmonth
[13] taxpros

Top Hashtags in Tweet in G2:
[836] irs
[115] taxes
[89] tax
[35] irstaxtip
[28] accounting
[25] audit
[25] cpa
[24] payroll
[22] taxtips
[20] fbi

Top Hashtags in Tweet in G3:
[187] irs
[30] taxpros
[15] cybermonth
[14] irstaxtip
[14] democrats
[14] gop
[12] taxsecurity
[11] hurricaneian
[9] cyberchat
[7] podcast

Top Hashtags in Tweet in G4:
[1895] irs
[109] cybermonth
[88] hurricaneian
[85] irsjobs
[84] irstaxtip
[76] taxes
[69] tax
[68] taxsecurity
[62] smallbiz
[58] nowhiring

Top Hashtags in Tweet in G5:
[303] irs
[55] cybermonth
[52] taxsecurity
[36] becybersmart
[26] tax
[14] taxtwitter
[10] taxpros
[9] scamalert
[9] phishing
[9] money

Top Hashtags in Tweet in G6:
[84] irs
[11] socialscore
[7] democrat
[7] race
[7] gop
[6] geofence
[5] ev
[5] taxes
[4] gps
[4] permiletax

Top Hashtags in Tweet in G7:
[40] irs
[7] givingthrillzzzent
[6] taxtwitter
[5] trump
[5] lihtc
[4] taxes
[4] affordablehousing
[4] facialrecognition
[3] taxpayers
[3] tax

Top Hashtags in Tweet in G8:
[11] irs
[4] raphaelwarnock
[3] atlanta
[2] warnock
[2] warnockforsenate
[2] fbi
[2] democrats
[2] wef
[1] herschelwalker
[1] chinese

Top Hashtags in Tweet in G9:
[70] irs
[9] judicialwatch
[7] democrats
[7] smh
[6] taxes
[6] doj
[6] foi
[6] maga
[6] crypto
[6] enron

Top Hashtags in Tweet in G10:
[99] irs
[19] covid19
[14] pennsylvania
[9] arizona
[4] inflation
[3] doj
[2] phoenix
[2] fbi
[1] borders
[1] illegals

Top Words
Top Words in Tweet in Entire Graph:
[5305] #irs
[2437] irsnews
[2249] tax
[847] irs
[771] more
[712] relief
[537] file
[516] business
[515] victims
[451] help

Top Words in Tweet in G1:
[932] irsnews
[687] #irs
[619] tax
[206] relief
[172] victims
[162] more
[159] file
[155] return
[131] help
[115] irs

Top Words in Tweet in G2:
[835] #irs
[260] tax
[223] irs
[115] #taxes
[103] more
[89] #tax
[72] help
[68] file
[62] return
[53] business

Top Words in Tweet in G3:
[219] irstaxpros
[186] #irs
[141] irsnews
[103] fbi
[98] tax
[85] thejusticedept
[66] secgov
[56] eucourtpress
[52] interpol
[52] garygensler

Top Words in Tweet in G4:
[1895] #irs
[906] tax
[839] irsnews
[346] irssmallbiz
[321] relief
[313] business
[267] victims
[245] file
[228] more
[189] taxpayers

Top Words in Tweet in G5:
[303] #irs
[171] irs_ci
[78] irsnews
[73] sentenced
[68] tax
[65] security
[65] fraud
[61] irstaxsecurity
[55] #cybermonth
[54] more

Top Words in Tweet in G6:
[84] #irs
[45] gop
[44] irs
[42] pay
[41] agents
[40] irsnews
[29] more
[28] plan
[27] tax
[26] taxes

Top Words in Tweet in G7:
[56] irsnews
[40] #irs
[23] ustreasury
[17] irs_in
[17] tax
[15] irs_ci
[12] irstaxpros
[11] irs
[11] taxpayers
[11] more

Top Words in Tweet in G8:
[136] irsnews
[124] vp
[122] potus
[121] secgov
[106] dhsgov
[102] wrapped
[96] bitcoin
[88] honorable
[82] gov
[75] officials

Top Words in Tweet in G9:
[70] #irs
[22] tax
[16] foxnews
[12] irs
[12] youtube
[12] crypto
[11] judicialwatch
[10] under
[10] tomfitton
[10] trump

Top Words in Tweet in G10:
[99] #irs
[53] taxreformer
[51] agents
[37] epochtimes
[30] taxpayer
[28] durmaz
[24] funds
[24] vegas
[23] vacations
[23] bags

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[394] irsnews,#irs
[381] tax,relief
[271] tax,return
[207] learn,more
[196] severe,storms
[193] relief,victims
[179] victims,severe
[154] 87,000
[142] tax,returns
[138] tax,credit

Top Word Pairs in Tweet in G1:
[140] tax,relief
[117] tax,return
[106] irsnews,#irs
[73] relief,victims
[62] severe,storms
[58] victims,severe
[49] experiencing,homelessness
[48] learn,more
[45] filings,payments
[43] 15,2023

Top Word Pairs in Tweet in G2:
[28] #taxes,#irs
[26] tax,return
[26] #irs,#taxes
[23] tax,returns
[21] learn,more
[21] #irs,#audit
[20] irs,audit
[15] return,prime
[15] target,irs
[15] next,return

Top Word Pairs in Tweet in G3:
[49] secgov,secenfdirector
[42] statestreet,vanguard_group
[42] blackrock,statestreet
[41] cboe,nasdaq
[40] fbi,thejusticedept
[39] thejusticedept,interpol_hq
[39] nyse,garygensler
[39] interpol,cboe
[39] coe,eucouncil
[39] interpol_hq,interpol

Top Word Pairs in Tweet in G4:
[268] irsnews,#irs
[200] tax,relief
[129] severe,storms
[117] victims,severe
[110] tax,return
[103] relief,victims
[98] learn,more
[85] file,various
[78] storms,flooding
[77] tax,credit

Top Word Pairs in Tweet in G5:
[32] undocumented,workers
[32] #irs,security
[32] security,summit
[31] man,sentenced
[25] enrich,himself
[25] exploited,undocumented
[25] himself,sentencing
[25] critical,reminder
[25] workers,enrich
[25] sentencing,critical

Top Word Pairs in Tweet in G6:
[24] irs,agents
[20] ready,take
[20] game,plan
[20] fall,stadium
[20] take,more
[20] agents,fresh
[20] stadium,irs
[20] govt,bureaucrats
[20] fresh,govt
[20] plan,fall

Top Word Pairs in Tweet in G7:
[12] ustreasury,irsnews
[6] irs_ci,irsnews
[6] debt,collection
[6] private,debt
[6] irsnews,irs_ci
[5] irsnews,irs_in
[5] #irs,private
[5] irstaxpros,irs_ci
[5] collection,program
[4] irstaxpros,irs_in

Top Word Pairs in Tweet in G8:
[119] potus,vp
[90] vp,dhsgov
[90] wrapped,bitcoin
[71] secgov,irsnews
[69] gov,officials
[69] honorable,gov
[59] dhsgov,secgov
[53] irsnews,honorable
[50] officials,donate
[50] election,campaign

Top Word Pairs in Tweet in G9:
[6] crypto,12
[6] having,go
[6] concealing,doing
[6] court,more
[6] #democrats,refusing
[6] same,congress
[6] #judicialwatch,reports
[6] rr,understanding
[6] refusing,comply
[6] automatically,#irs

Top Word Pairs in Tweet in G10:
[47] #irs,agents
[23] manicures,massages
[23] vegas,vacations
[23] taxpayer,funds
[23] jewelry,gucci
[23] stole,taxpayer
[23] gucci,bags
[23] agents,allegedly
[23] allegedly,stole
[23] funds,purchased

Top Replied-To
Top Replied-To in Entire Graph:
@irsnews
@potus
@secgov
@irstaxpros
@teddybreath
@nyoungdumb
@cryptocruzn
@irs_ci
@gopleader
@franklin_graham

Top Replied-To in G1:
@irsnews
@calikidjmp
@staysafeonline
@eagles
@irstaxsecurity
@mister_l_bear
@daethiopianwolf
@jdiaz1791
@tpostmillennial
@wwpirates

Top Replied-To in G3:
@secgov
@irstaxpros
@nyoungdumb
@cryptocruzn
@potus
@irsnews
@joebiden
@whitehouse
@kleinbluegirl
@thepokerkaren

Top Replied-To in G4:
@irsnews
@irstaxpros
@taxtherapist505
@bsg_bobkerr
@euriya
@wildkait
@yourvoiceatirs
@recruitmentirs
@pelgin

Top Replied-To in G5:
@irs_ci
@irsnews
@irstaxpros
@cmublock61
@lifeoutsidebox1
@ineedpokernow
@prahladfriedman
@sasan_goodarzi
@ericwhiteback
@runningatnight

Top Replied-To in G6:
@gopleader
@gop
@reptroynehls
@senjoniernst
@ronjohnsonwi
@housegop
@govrondesantis
@repboebert
@repandybiggsaz
@michelsforgov

Top Replied-To in G7:
@danikeplugs
@irs_ci
@ustreasury
@nbcnews
@d4gordonmar
@irsnews
@cml_40_907
@reuters
@cbsnews
@robreiner

Top Replied-To in G8:
@potus
@brocktonnhc
@cheribeasleync
@spanbergerva07
@janschakowsky
@senatorshaheen
@geonews_urdu
@bashco_
@senwarren
@garygensler

Top Replied-To in G9:
@judicialwatch
@elisestefanik
@blklivesmatter
@theleoterrell
@stephenm
@tomfitton
@paypal
@foxnews
@americanvet304
@ukraine

Top Replied-To in G10:
@timrunshismouth
@senmarkkelly
@keawewong
@infernoxhell
@karilake
@tedcruz

Top Mentioned
Top Mentioned in Entire Graph:
@irsnews
@irstaxpros
@irssmallbiz
@irs_ci
@irstaxsecurity
@irsenespanol
@potus
@vp
@secgov
@dhsgov

Top Mentioned in G1:
@irsnews
@fema
@irstaxsecurity
@fafsa
@indystar
@irstaxpros
@yourvoiceatirs
@ben_beem
@repchiproy
@cisagov

Top Mentioned in G2:
@apinhappy
@emiddi
@6gtraining
@globalvoice306
@foiatraining

Top Mentioned in G3:
@irstaxpros
@irsnews
@fbi
@thejusticedept
@federalreserve
@garygensler
@secenfdirector
@interpol_hq
@interpol
@cboe

Top Mentioned in G4:
@irsnews
@irssmallbiz
@irsenespanol
@irstaxpros
@irstaxsecurity
@recruitmentirs
@usajobs
@accountingtoday
@taxnotes
@yourvoiceatirs

Top Mentioned in G5:
@irs_ci
@irsnews
@irstaxsecurity
@irstaxpros
@usao_or
@sdinnews
@hsichicago
@icegov
@usao_nj

Top Mentioned in G6:
@irsnews
@gop
@crazyasswoman75
@irs_ci
@housegop
@irstaxpros
@thedemocrats
@senategop
@housedemocrats
@moderaterepand1

Top Mentioned in G7:
@irsnews
@ustreasury
@irs_in
@irs_ci
@irstaxpros
@washingtonpost
@incometaxindia
@usrealitycheck
@deptvetaffairs
@fbi

Top Mentioned in G8:
@irsnews
@vp
@secgov
@dhsgov
@potus
@dhs
@bbhuttozardari
@cmshehbaz
@gavinnewsom
@patriots

Top Mentioned in G9:
@foxnews
@youtube
@tomfitton
@rmccull75184904
@nancylevine
@irsnews
@cnn
@davidgerard
@rationalremind
@realcandaceo

Top Mentioned in G10:
@taxreformer
@epochtimes
@bgmasters
@senmarkkelly
@cia
@irsnews
@joebiden
@republicanstudy
@repjimbanks
@johnfetterman

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@geonews_urdu
@sectest9
@codedailybot
@newsoneplace
@federicoalves
@elpoliticonews
@cybersecurityn8
@manmet80
@john1966olsen

Top Tweeters in G1:
@federicoalves
@john1966olsen
@all435reps
@stlhd100
@c_coolidge
@ilovaussiesheps
@paulmick
@nadiasindi
@watchyourrepssc
@zerohedge

Top Tweeters in G2:
@pulpnews
@elpoliticonews
@hagiwararyu11
@greeknewsguy
@fatimacherkasov
@altv8480
@debbidelicious
@laurensexygirl
@democracy_spot
@miamivandynyu

Top Tweeters in G3:
@cblazblaz
@memeburk
@vabvox
@atlpartycrasher
@dailycaller
@agavecorn
@dstewart541
@raulgar131
@isthisshiton
@bobguildner

Top Tweeters in G4:
@ken_crichlow
@ucloudify
@nickasavet
@tendin2
@alvarez_nimer
@politico
@freep
@henleysecnethia
@natlawreview
@dcarsoncpa

Top Tweeters in G5:
@sectest9
@cybersecurityn8
@carrybeyond
@79topper
@joanisparkles
@sallyagale
@jorge_c_ny
@ydanasmithdutra
@norsemndem
@bpizano67

Top Tweeters in G6:
@thehill
@blackphysicists
@bbcnews
@americanmom01
@toscaausten
@ap
@patburns1977
@tb_times
@sandrasbreen
@jlq529

Top Tweeters in G7:
@cnnnews18
@reuters
@timesofindia
@usrealitycheck
@godfrey_g_
@huffpost
@slate
@ambeautifulshow
@nytimes
@latimes

Top Tweeters in G8:
@geonews_urdu
@nypost
@king5seattle
@komonews
@1010wins
@newshour
@freebeacon
@jdkitkat129
@bbcnorthamerica
@corybooker

Top Tweeters in G9:
@kurtschlichter
@thetoyman1
@cnbc
@kirillklip
@foxnews
@cnn
@joncoopertweets
@bbcworld
@jaketapper
@thedemcoalition

Top Tweeters in G10:
@mscontrariansci
@noprezzie2012
@nvania
@catholiclisa
@ihatethemedia
@j_dickson12
@jerzboyusa
@debster7301
@dorothy1961
@epochtimes


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