#IRS OR @IRSNews OR @IRSTaxPros, Twitter, 3/18/2023 9:38:03 PM, 291524


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#IRS OR @IRSNews OR @IRSTaxPros_2023-03-18_14-24-01.xlsx
#IRS OR @IRSNews OR @IRSTaxPros_2023-03-18_14-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2023
Short Description:
#IRS OR @IRSNews OR @IRSTaxPros via NodeXL https://bit.ly/3TqBfxc
@irsnews
@irstaxpros
@irs_ci
@sinamangoddess
@vpindia
@amit62707383
@trokani1trokani
@fairtaxofficial
@mmtlpinvestor
@bchfunfla

Top hashtags:
#irs
#tax
#taxes
#taxform
#mmtlp
#irstaxtip

Description:
Description
The graph represents a network of 4,237 Twitter users whose recent tweets contained "#IRS OR @IRSNews OR @IRSTaxPros", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 21:32 UTC.

The tweets in the network were tweeted over the 1913-day, 9-hour, 50-minute period from Wednesday, 20 December 2017 at 14:10 UTC to Saturday, 18 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4237
Unique Edges : 4086
Edges With Duplicates : 13558
Total Edges : 17644
Number of Edge Types : 9
Quote : 187
Tweet : 2029
MentionsInReplyTo : 8200
Replies to : 1095
Retweet : 1719
MentionsInRetweet : 2502
Mentions : 1371
MentionsInQuote : 379
MentionsInQuoteReply : 162
Self-Loops : 2488
Reciprocated Vertex Pair Ratio : 0.0173942701227831
Reciprocated Edge Ratio : 0.0341937646664432
Connected Components : 694
Single-Vertex Connected Components : 496
Maximum Vertices in a Connected Component : 2838
Maximum Edges in a Connected Component : 14952
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.183899
Graph Density : 0.000332405984154609
Modularity : 0.307779
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,237 Twitter users whose recent tweets contained "#IRS OR @IRSNews OR @IRSTaxPros", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 21:32 UTC.

The tweets in the network were tweeted over the 1913-day, 9-hour, 50-minute period from Wednesday, 20 December 2017 at 14:10 UTC to Saturday, 18 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[140] https://www.amazon.com/dp/B091FGZBN3
[49] https://smallbiztrends.com/2023/03/irs-electronic-filing-mandates-on-small-businesses.html
[48] https://www.accountingtoday.com/news/irs-warns-of-new-tax-season-scam-involving-bogus-w-2-claims
[30] https://twitter.com/TheAtlasSociety/status/1634563722487136260/photo/1
[24] https://www.cbsnews.com/news/taxes-2023-irs-w2-scam/
[18] https://www.irs.gov/eitc
[14] https://irs.gov/
[14] https://www.irs.gov/refunds
[13] https://www.irs.gov/freefile
[12] https://csatmantra.com:443/

Top URLs in Tweet in G1:
[6] https://truckdues.com:443/
[5] https://twitter.com/propublica/status/1635513730640355328
[4] https://twitter.com/0x_Osprey/status/1635723668012810240/photo/1
[4] https://twitter.com/Rajendr27721744/status/1635502919297519616/photo/1
[4] https://twitter.com/iamjvl69/status/1310636144560943104/video/1
[4] https://www.irs.gov/refunds
[4] https://twitter.com/00ZEMOK4M3H4808/status/1634914285246877696/photo/1
[4] https://twitter.com/00ZEMOK4M3H4808/status/1608069827234795520/photo/1
[3] https://www.irs.gov/tools
[3] https://irs.gov/

Top URLs in Tweet in G2:
[9] https://www.irs.gov/eitc
[9] https://www.irs.gov/freefile
[8] https://www.irs.gov/refunds
[6] https://franknez.com/mmtlp-scandal-recognized-as-biggest-wall-street-fraud/
[6] https://www.irs.gov/newsroom/irs-issues-standard-mileage-rates-for-2023-business-use-increases-3-cents-per-mile
[6] https://www.irs.gov/newsroom/2023-irs-nationwide-tax-forums-to-be-held-in-five-cities
[5] https://www.irs.gov/phishing
[5] http://go.usa.gov/xdQYX
[4] https://www.irs.gov/identitytheft
[4] https://twitter.com/punchmadedev/status/1636473284404363264/photo/1

Top URLs in Tweet in G3:
[46] https://smallbiztrends.com/2023/03/irs-electronic-filing-mandates-on-small-businesses.html
[45] https://www.accountingtoday.com/news/irs-warns-of-new-tax-season-scam-involving-bogus-w-2-claims
[24] https://www.cbsnews.com/news/taxes-2023-irs-w2-scam/
[12] https://csatmantra.com:443/
[12] https://t.me/csatmantraedu
[11] https://www.cbsnews.com/news/taxes-2023-irs-w2-scam/?_hsenc=p2ANqtz-9CI16CCaX0wcov-oH2jiBqyQpIDbNTvjtILJ_e1kag915AdV6i5wxCdYfCxbTt9YQeVGa_GzIvhkFKnOw8O5mBkNKfqJN6X0T-RVCy0eRSAQobr9Y&_hsmi=250294516&utm_content=249544824
[9] https://www.cbsnews.com/news/taxes-2023-irs-w2-scam/?_hsenc=p2ANqtz-9JrpcMwsOQTbZs1QVw9Lms7hSy02lZNUePLG_BoyZCuqB4nCf3Mop7lNVmVpqkaYol-FOo0T4I8W_SYmB7dwguoCvZQQ&_hsmi=249575972&utm_content=249575972
[6] http://aecpaservices.com/
[6] https://www.facebook.com/AETAXSERVICESCPAPLLC
[5] https://www.irs.gov/pub/irs-pdf/p5534h.pdf

Top URLs in Tweet in G4:
[4] https://diversifiedfinancialsolutions.net/
[4] https://twitter.com/iNotQuiet3/status/1634701151093288963/photo/1
[4] https://twitter.com/chose_autre/status/1635263932045852672/photo/1
[4] https://twitter.com/chose_autre/status/1635267059188891648/photo/1
[4] https://twitter.com/chose_autre/status/1635268547487334408/photo/1
[4] https://twitter.com/chose_autre/status/1635721672920629268/photo/1
[4] https://twitter.com/chose_autre/status/1636649558984851456/photo/1
[3] https://twitter.com/chose_autre/status/1634823095872528385/photo/1
[3] https://twitter.com/chose_autre/status/1635611587485597698/photo/1
[3] https://twitter.com/chose_autre/status/1635264889777422338/photo/1

Top URLs in Tweet in G5:
[4] https://twitter.com/olu_wole_tweets/status/1485414911182315522/photo/1
[1] https://twitter.com/v1sionzero_tech/status/1460648942308409352
[1] https://twitter.com/motorious_moto/status/1545431379512532992?t=T1SEaxWHhe3HFuJZCcmmJg&s=19
[1] https://www.fcc.gov/document/smartroute-systems-limited-partnership
[1] https://twitter.com/vision_0_tech/status/1274608801493254144
[1] https://www.irs.gov/pub/irs-tege/atg_charitable_trusts.pdf
[1] http://scuderiadinoscaglietti.blogspot.com/2013/03/i-am-motorioustm-trademark-symbol.html?m=1
[1] https://www.linkedin.com/pulse/smaller-refund-higher-taxes-ray-alkalai-

Top URLs in Tweet in G6:
[140] https://www.amazon.com/dp/B091FGZBN3
[6] https://www.amazon.com/stores/Jay-Williams/author/B00DUNR9IU?ref=ap_rdr&store_ref=ap_rdr&isDramIntegrated=true&shoppingPortalEnabled=true

Top URLs in Tweet in G7:
[4] https://twitter.com/SinamanGoddess/status/1636778067887636494/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635423051180548096/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635422881319653377/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635423135326703616/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635129833029271552/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635124029584719873/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635130244406579201/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635425290829570048/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635425340217610242/photo/1
[4] https://twitter.com/SinamanGoddess/status/1635429551038767105/photo/1

Top URLs in Tweet in G8:
[2] https://twitter.com/Bharat24Liv/status/1635288857787899911/photo/1
[2] https://twitter.com/Bharat24Liv/status/1634568068407119872/photo/1
[1] https://twitter.com/i3masterminds/status/1635513651041034241/photo/1
[1] https://twitter.com/i3masterminds/status/1634438045708726272/photo/1

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=W3xkQlFGpuk&feature=youtu.be

[2] https://twitter.com/TheWitnessedBoy/status/1636387641364185092/photo/1
[2] https://www.rollingstone.com/music/music-news/glendale-arizona-renamed-swift-city-taylor-swift-eras-tour-1234695783/
[2] https://twitter.com/PopCrave/status/1635318997175644160/photo/1
[2] https://twitter.com/thepophive/status/1635336966102466561/photo/1
[1] https://twitter.com/katyperry/status/1635084731573497857/video/1
[1] https://www.youtube.com/watch?v=a1eh-fCidgw&feature=youtu.be

[1] https://www.youtube.com/watch?v=9Zv7MDDPHWo&feature=youtu.be

[1] https://www.youtube.com/watch?v=oob2WFk3cUg&feature=youtu.be

[1] https://www.youtube.com/watch?v=9snbUbbMqbg&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://www.irs.gov/newsroom
[1] https://www.irs.gov/compliance/criminal-investigation/criminal-investigation-press-releases
[1] https://moneywise.com/taxes/irs-plans-to-change-how-it-taxes-tip-workers
[1] https://twitter.com/SportsGrumbling/status/1636791770750271489/photo/1
[1] https://twitter.com/BarbaraGarro/status/1636879024243847168/photo/1
[1] https://twitter.com/BarbaraGarro/status/1636172738086748163/photo/1
[1] https://twitter.com/BarbaraGarro/status/1636527247849844738/photo/1
[1] https://twitter.com/SenTedCruz/status/1634718919935029249
[1] https://twitter.com/RepMTG/status/1636765071715057664
[1] https://twitter.com/makerofthings7/status/1635349735023464451

Top Domains
Top Domains in Tweet in Entire Graph:
[2631] twitter.com
[931] irs.gov
[165] amazon.com
[129] youtube.com
[57] accountingtoday.com
[54] cbsnews.com
[53] smallbiztrends.com
[52] usajobs.gov
[50] paper.li
[42] usa.gov

Top Domains in Tweet in G1:
[388] twitter.com
[229] irs.gov
[10] youtube.com
[7] usa.gov
[7] paper.li
[6] truckdues.com
[5] hamlethub.com
[5] google.com
[4] irsvideos.gov
[3] usajobs.gov

Top Domains in Tweet in G2:
[701] twitter.com
[473] irs.gov
[47] usajobs.gov
[29] usa.gov
[17] youtube.com
[8] franknez.com
[6] irsvideos.gov
[5] fairmarketsnow.org
[2] irstaxforum.com
[2] finra.org

Top Domains in Tweet in G3:
[498] twitter.com
[118] irs.gov
[53] cbsnews.com
[52] accountingtoday.com
[50] smallbiztrends.com
[19] myf.mg
[17] youtube.com
[14] infl.tv
[12] csatmantra.com
[12] t.me

Top Domains in Tweet in G4:
[131] twitter.com
[11] trib.al
[5] irs.gov
[5] diversifiedfinancialsolutions.net
[3] msn.com
[3] google.com
[2] yahoo.com
[2] thehill.com
[2] nytimes.com
[1] babylonbee.com

Top Domains in Tweet in G5:
[9] twitter.com
[8] cepher.net
[1] fcc.gov
[1] irs.gov
[1] blogspot.com
[1] linkedin.com

Top Domains in Tweet in G6:
[165] amazon.com
[11] twitter.com

Top Domains in Tweet in G7:
[297] twitter.com
[2] co.uk
[1] theshaderoom.com
[1] democracydefensefund.com
[1] trib.al
[1] time.com
[1] rumble.com
[1] mph.com

Top Domains in Tweet in G8:
[11] twitter.com
[1] news18.com

Top Domains in Tweet in G9:
[39] youtube.com
[35] twitter.com
[6] rollingstone.com
[1] yahoo.com
[1] theguardian.com
[1] cmt.com
[1] coldplaycinema.live
[1] glendaleaz.com
[1] vimeo.com
[1] trib.al

Top Domains in Tweet in G10:
[21] twitter.com
[2] irs.gov
[1] tiktok.com
[1] winred.com
[1] moneywise.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3413] irs
[222] tax
[217] taxes
[202] taxform
[130] mmtlp
[118] irstaxtip
[102] quickbookssolutionprovider
[93] biden
[78] incometax
[76] taxpros



Top Hashtags in Tweet in G1:
[396] irs
[29] eitc
[22] irstaxtip
[17] amc
[14] taxes
[12] taxpros
[11] irsfreefile
[11] tax
[10] taxsecurity
[5] 美国国税局

Top Hashtags in Tweet in G2:
[864] irs
[127] mmtlp
[64] finrafraud
[55] taxpros
[48] taxsecurity
[48] irsjobs
[42] irstaxtip
[42] fidelity
[39] eitc
[37] fudelity

Top Hashtags in Tweet in G3:
[805] irs
[113] taxes
[96] quickbookssolutionprovider
[77] tax
[64] taxplanning
[63] payroll
[51] hr
[51] taxhacks
[51] taxscams
[49] dataprotection

Top Hashtags in Tweet in G4:
[60] irs
[7] usa
[6] americans
[5] doj
[5] taxes
[5] biden
[4] simpfortheestablishment
[4] cia
[4] congress
[4] rape

Top Hashtags in Tweet in G5:
[4] ed38399669sr
[4] re
[1] socialnetwork_connectedcars
[1] v2v
[1] v2c
[1] v2x
[1] roadtozero
[1] visionzerotech
[1] smartcar
[1] smartcity

Top Hashtags in Tweet in G6:
[202] irs
[201] taxform
[7] humor
[2] readers
[1] satire
[1] mystery
[1] adventure
[1] flying
[1] taxes
[1] drama

Top Hashtags in Tweet in G7:
[64] bmf
[39] female
[32] vp
[31] bff
[31] presidentelected
[31] americafirst
[30] heaven
[30] earth
[28] world
[28] wide

Top Hashtags in Tweet in G8:
[19] irs
[7] सिसोदिया
[5] cbi
[5] biupdate
[4] bharat24digital
[3] delhi
[3] breaking
[2] reporterdiary
[2] report
[2] ib

Top Hashtags in Tweet in G9:
[52] irs
[22] cnbc
[15] mlb
[15] marchmadness
[12] tstheerastour
[11] fbi
[10] espn
[10] dea
[10] cpa
[9] copyright

Top Hashtags in Tweet in G10:
[20] irs
[4] taxes
[3] fbi
[3] tedcruz
[3] cancuncruz
[3] lyingted
[3] fascisttedcruz
[3] unamerican
[2] goptaxscam
[2] democrat

Top Words
Top Words in Tweet in Entire Graph:
[3401] #irs
[1856] tax
[1486] irsnews
[632] mmtlp
[605] taxes
[538] irs
[520] more
[499] irstaxpros
[394] file
[389] return

Top Words in Tweet in G1:
[629] irsnews
[414] tax
[396] #irs
[107] file
[104] return
[96] refund
[81] more
[78] help
[75] taxes
[75] see

Top Words in Tweet in G2:
[861] #irs
[630] tax
[627] mmtlp
[505] irsnews
[296] irstaxpros
[162] finra
[161] more
[158] return
[146] irs_ci
[137] days

Top Words in Tweet in G3:
[804] #irs
[373] tax
[183] irs
[113] #taxes
[102] stay
[101] more
[99] filing
[99] learn
[96] #quickbookssolutionprovider
[88] know

Top Words in Tweet in G4:
[155] potus
[117] joebiden
[113] irsnews
[109] gavinnewsom
[106] elonmusk
[105] irstaxpros
[100] federalreserve
[98] fbi
[94] realdonaldtrump
[91] caradelevingne

Top Words in Tweet in G5:
[12] kingheylel
[8] lord
[8] name
[8] heylel
[8] usccb
[8] eaenki
[8] lucifer
[8] king
[8] yahawashi
[8] el'

Top Words in Tweet in G6:
[202] #irs
[201] 99
[201] taxes
[201] #taxform
[201] story
[201] spent
[201] subversive
[201] short
[191] smart_reads
[44] read

Top Words in Tweet in G7:
[74] aaliyah
[69] irsnews
[64] whitehouse
[64] #bmf
[54] fbi
[52] cia
[50] fda_drug_info
[46] worldoil
[39] #female
[32] #vp

Top Words in Tweet in G8:
[86] officer
[84] batch
[81] president
[76] revenue
[75] indian
[75] shri
[75] hon'ble
[75] 76th
[75] vpindia
[75] vice

Top Words in Tweet in G9:
[52] #irs
[41] intent
[41] criminal
[40] actions
[38] audit
[32] wiretap
[29] ea
[22] #cnbc
[21] tell
[21] massachusetts

Top Words in Tweet in G10:
[25] irsnews
[20] #irs
[14] repmtg
[13] sentedcruz
[11] cnn
[11] msnbc
[11] foxnewspolitics
[8] extremist_jess
[7] truthse68695080
[7] taxes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[403] mmtlp,mmtlp
[305] tax,return
[201] short,story
[201] taxes,spent
[201] subversive,short
[201] story,99
[201] spent,subversive
[201] #irs,#taxform
[201] #taxform,taxes
[198] learn,more

Top Word Pairs in Tweet in G1:
[84] tax,return
[44] #irs,tax
[43] tax,credit
[42] learn,more
[35] tax,season
[34] irsnews,#irs
[32] coxautomotive,irsnews
[29] tax,refund
[28] income,tax
[26] social,media

Top Word Pairs in Tweet in G2:
[403] mmtlp,mmtlp
[130] tax,return
[124] 94,days
[97] learn,more
[81] irsnews,#irs
[73] tax,credit
[70] irsnews,irstaxpros
[64] #irs,tax
[64] retail,investors
[62] finra,stolen

Top Word Pairs in Tweet in G3:
[56] need,know
[54] social,media
[51] hefty,fines
[51] story,#taxhacks
[51] irs,hefty
[51] fines,cbs
[51] #irs,#taxscams
[51] cbs,news
[51] serious,trouble
[51] media,lead

Top Word Pairs in Tweet in G4:
[92] joebiden,irstaxpros
[85] shalloumusic,liquidsouliboga
[85] gordonramsay,realdonaldtrump
[85] simcitybuildit,mrbeast
[85] lenovolegion,federalreserve
[85] fbi,elonmusk
[85] cbumbray,useeoc
[85] useeoc,gavinnewsom
[85] pontifex,gordonramsay
[85] civilrights,nato

Top Word Pairs in Tweet in G5:
[8] lucifer,yahawashi
[8] lord,eaenki
[8] usccb,name
[8] king,heylel
[8] el',king
[8] yahawashi,lord
[8] eaenki,kingheylel
[8] name,el'
[8] heylel,lucifer
[6] bright,morning

Top Word Pairs in Tweet in G6:
[201] subversive,short
[201] story,99
[201] #taxform,taxes
[201] #irs,#taxform
[201] taxes,spent
[201] spent,subversive
[201] short,story
[147] smart_reads,#irs
[44] minutes,#irs
[44] 30,minutes

Top Word Pairs in Tweet in G7:
[46] cia,fbi
[45] worldoil,cia
[45] whitehouse,fda_drug_info
[45] irsnews,worldoil
[45] fda_drug_info,irsnews
[32] #bmf,#bmf
[31] #presidentelected,#vp
[30] #heaven,#earth
[28] aaliyah,whitehouse
[28] #world,#wide

Top Word Pairs in Tweet in G8:
[75] president,shri
[75] vice,president
[75] officer,trainees
[75] batch,indian
[75] indian,revenue
[75] hon'ble,vice
[75] jagdeep,dhankhar
[75] 76th,batch
[75] shri,jagdeep
[52] revenue,service

Top Word Pairs in Tweet in G9:
[40] intent,actions
[38] criminal,intent
[27] wiretap,audit
[27] audit,criminal
[26] ea,wiretap
[23] #irs,ea
[9] irstaxpros,whitehouse
[9] espn,acura
[8] #copyright,infringement
[8] taxpayers,please

Top Word Pairs in Tweet in G10:
[11] msnbc,irsnews
[11] cnn,foxnewspolitics
[11] foxnewspolitics,msnbc
[11] repmtg,cnn
[5] truthse68695080,repmtg
[4] #taxes,#irs
[4] gamez15_lalo,repmtg
[3] #lyingted,#fascisttedcruz
[3] folks,really
[3] #cancuncruz,#lyingted

Top Replied-To
Top Replied-To in Entire Graph:
@irsnews
@potus
@irstaxpros
@jackusa1973
@dimartinobooth
@fidelity
@sentedcruz
@secyellen
@fallontonight
@espn

Top Replied-To in G1:
@irsnews
@dimartinobooth
@irstaxpros
@clayton34276863
@canrevagency
@nypdnews
@ripmedicaldebt
@fintaxdude
@thedylanmiles5
@billsperos

Top Replied-To in G2:
@irstaxpros
@jackusa1973
@irsnews
@fidelity
@whiteboyem
@fbi
@meloinhiding
@kingchristhegr8
@neweraszn
@terryz247

Top Replied-To in G3:
@usfmuma
@alliantgroup

Top Replied-To in G4:
@potus
@secyellen
@irsnews
@joebiden
@elonmusk
@josephswiftie13
@marshablackburn
@treasury_au
@amberbl45853183
@kamalaharris

Top Replied-To in G5:
@kingheylel
@olu_wole_tweets
@alpina_gmbh
@motorious_nyc

Top Replied-To in G7:
@theshaderoom
@britishvogue
@anacabrera
@kdander222
@realamvoice
@maryltrump
@dior
@cnn
@washingtonpost
@dallasmavs

Top Replied-To in G9:
@fallontonight
@rollingstone
@espn
@jimmyfallon
@crockpics
@looneytunes
@sethmacfarlane
@glendaleaz
@blakeshelton
@fender

Top Replied-To in G10:
@sentedcruz
@extremist_jess
@gamez15_lalo
@tedcruz
@truthse68695080
@sackrunnaceo
@laurenboebert
@fema
@repmtg
@thejusticedept

Top Mentioned
Top Mentioned in Entire Graph:
@irsnews
@irstaxpros
@fbi
@smart_reads
@irs_ci
@finra
@irssmallbiz
@joebiden
@mmtlpinvestor
@federalreserve

Top Mentioned in G1:
@irsnews
@dimartinobooth
@coxautomotive
@irstaxpros
@nypdnews
@irssmallbiz
@irstaxsecurity
@rashidatlaib
@darinharper
@cfpb

Top Mentioned in G2:
@irstaxpros
@irsnews
@finra
@irs_ci
@mmtlpinvestor
@irssmallbiz
@irstaxsecurity
@fidelity
@johnbrda
@garygensler

Top Mentioned in G3:
@cliffordribner
@wiggam_law
@apinhappy
@reliantnews1776
@vc_directory
@metrovoice
@laughquarantine
@bullitt4248

Top Mentioned in G4:
@joebiden
@irstaxpros
@irsnews
@federalreserve
@fbi
@elonmusk
@realdonaldtrump
@speakerpelosi
@nato
@mercedcollege

Top Mentioned in G5:
@usccb
@kingheylel
@etrade
@ustreasury
@secgov
@cnalive
@cathcharitiesnv
@usbank
@irsnews
@amenfederalgov

Top Mentioned in G6:
@smart_reads
@jwillaustin

Top Mentioned in G7:
@aaliyah
@irsnews
@who
@whitehouse
@fbi
@cia
@fda_drug_info
@worldoil
@ivankatrump
@maryltrump

Top Mentioned in G8:
@vpindia
@irsassociation
@msisodia
@bureaucratsind
@shankar_news18
@cnnnews18
@news18india
@pmoindia
@rashtrapatibhvn
@bharat24liv

Top Mentioned in G9:
@taylorswift13
@irstaxpros
@acura
@thejusticedept
@whitehouse
@congressdotgov
@pennbadgley
@younetflix
@raiders
@josephinskriver

Top Mentioned in G10:
@irsnews
@repmtg
@cnn
@foxnewspolitics
@msnbc
@truthse68695080
@gavinnewsom
@gamez15_lalo
@extremist_jess
@fbiwfo

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@nblackthorne
@alhanda
@newsoneplace
@raymond_norman
@susanneleist
@fernand55916148
@teshawnedmonds
@jjj5819
@thehill

Top Tweeters in G1:
@teshawnedmonds
@jjj5819
@stonefree63
@30actruth
@maryalicebisho2
@jesusnarrowway
@stormyvnv
@smp0312
@donmgreen
@whocastillo

Top Tweeters in G2:
@carrybeyond
@elkehollings
@vickimo08056436
@cmcc1975
@thejournal_ie
@tawanda46
@saludhealthinfo
@jadelia
@amicemarina
@unpaintedmelody

Top Tweeters in G3:
@newsoneplace
@hagiwararyu11
@dxxptoughts
@mataonline
@fatimacherkasov
@uptownradio414
@gowdyfinancial
@bullitt4248
@hinshelwood_s
@ewray5

Top Tweeters in G4:
@thehill
@business
@skynews
@nypost
@foxnews
@northbelle4
@nytimes
@zerohedge
@washingtonpost
@wsj

Top Tweeters in G5:
@dwnews
@euronews
@popsci
@jeffmacke
@cnalive
@wsjcentralbanks
@cnbcfastmoney
@naacp_ldf
@peterthiele
@massdot

Top Tweeters in G6:
@paul_cude
@nblackthorne
@alhanda
@raymond_norman
@susanneleist
@dianamsharpton
@cherrymischivus
@tudortweep
@pennilessscribe
@ebooklingo

Top Tweeters in G7:
@mcdonalds
@abc13houston
@khou
@britishvogue
@time
@zigmanfreud
@wef
@wagsocialcare
@jackposobiec
@etalkctv

Top Tweeters in G8:
@cnnnews18
@cnbc
@news18india
@krishanmohankr6
@hindinews18
@hitesh_thakkar3
@abhishe13090165
@rajiv3372
@sharmabhu
@imkaushikdafda

Top Tweeters in G9:
@billboard
@rollingstone
@espn
@cmt
@fallontonight
@nbcthevoice
@popcrave
@crockpics
@ericnmoody
@mileyedition

Top Tweeters in G10:
@kjmpalermo
@msnbc
@texastribune
@chuzalong
@capgemini
@arnoldgmac59
@emenoguphillip1
@foxnewspolitics
@girlscouts
@lovnla