First Amendment, Twitter, 1/17/2023 10:25:13 AM, 288275


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First Amendment_2023-01-17_02-15-01.xlsx
First Amendment_2023-01-17_02-15-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 17, 2023
Short Description:
First Amendment via NodeXL https://bit.ly/3ko4286
@laurenboebert
@pnjaban
@jacksonleetx18
@proudelephantus
@elonmusk
@housegop
@james_savage15
@mjs_dc
@stillgray
@tomilahren

Top hashtags:
#twitterfiles
#assange
#blm
#firstamendment
#1a
#mlkday
#1sta

Description:
Description
The graph represents a network of 5,721 Twitter users whose recent tweets contained "First Amendment", 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 1/16/2023 5:00:34 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 10:17 UTC.

The tweets in the network were tweeted over the 1539-day, 9-hour, 8-minute period from Tuesday, 30 October 2018 at 15:51 UTC to Tuesday, 17 January 2023 at 01:00 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 : 5721
Unique Edges : 2058
Edges With Duplicates : 10402
Total Edges : 12460
Number of Edge Types : 9
Retweet : 3803
MentionsInRetweet : 4204
MentionsInReplyTo : 2481
Replies to : 1248
Quote : 114
Tweet : 419
Mentions : 148
MentionsInQuoteReply : 16
MentionsInQuote : 27
Self-Loops : 580
Reciprocated Vertex Pair Ratio : 0.0199816961561928
Reciprocated Edge Ratio : 0.0391804994765964
Connected Components : 483
Single-Vertex Connected Components : 131
Maximum Vertices in a Connected Component : 3956
Maximum Edges in a Connected Component : 9022
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.357345
Graph Density : 0.000204344685204675
Modularity : 0.497676
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,721 Twitter users whose recent tweets contained "First Amendment", 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 1/16/2023 5:00:34 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 10:17 UTC.

The tweets in the network were tweeted over the 1539-day, 9-hour, 8-minute period from Tuesday, 30 October 2018 at 15:51 UTC to Tuesday, 17 January 2023 at 01:00 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 : First Amendment
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:
[198] https://redstate.com/bonchie/2023/01/16/democrat-introduces-legislation-to-make-white-people-criticizing-minorities-a-federal-crime-n689270
[19] https://www.dallasobserver.com/news/the-first-amendment-applies-to-poor-people-even-in-dallas-15703586
[16] https://twitter.com/sues86453/status/1614659838532882432
[10] https://www.bizpacreview.com/2023/01/16/new-white-supremacy-bill-from-sheila-jackson-lee-has-dire-first-amendment-implications-if-passed-1325205/
[10] https://www.mtsu.edu/first-amendment/article/1824/jacobson-v-massachusetts
[9] https://childrenshealthdefense.org/defender/lawsuit-trusted-news-initiative-antitrust-first-amendment-censoring-covid-content/
[9] https://americanwirenews.com/dem-lawmakers-conspiracy-to-commit-white-supremacy-bill-runs-into-first-amendment-troubles/
[9] https://twitter.com/stillgray/status/1614748073326174210
[9] https://www.youtube.com/watch?v=uwbsV5NeXkI&feature=youtu.be

[7] https://pjmedia.com/columns/marktapscott/2023/01/15/censorious-cowards-at-linkedin-refuse-to-explain-their-trashing-of-first-amendment-free-speech-n1661672

Top URLs in Tweet in G1:
[6] https://twitter.com/happycrazytown/status/1614844038888443906/photo/1
[1] https://national-conservative.com/congressman-introduces-bill-that-criminalizes-criticism-of-a-non-white-person/
[1] https://twitter.com/JodyAlford17/status/1614964225775996931/photo/1
[1] https://twitter.com/imjustasteph/status/1614849042470543363/photo/1
[1] https://twitter.com/imjustasteph/status/1614849460718166017/photo/1
[1] https://twitter.com/laurenboebert/status/1614843592454930433
[1] https://twitter.com/NowPammsy/status/1614854762754613249/photo/1
[1] https://jewscanshoot.org/2023/01/15/los-angeles-ordered-to-pay-nra-150000-over-first-amendment-ordinance-violation/
[1] https://twitter.com/KoKoKobra22/status/1615130051955101698/photo/1
[1] https://twitter.com/theCindyAnn/status/1615054465576636416/photo/1

Top URLs in Tweet in G2:
[4] https://twitter.com/pnjaban/status/1614878420957286401
[2] https://twitter.com/stillgray/status/1614748073326174210
[2] https://www.mtsu.edu/first-amendment/article/970/incitement-to-imminent-lawless-action
[1] https://thedailybs.com/2023/01/15/new-bill-would-ban-feds-from-working-with-big-tech-to-censor-americans/
[1] https://thehill.com/homenews/house/3540071-boebert-says-she-is-tired-of-separation-between-church-and-state-the-church-is-supposed-to-direct-the-government/
[1] https://legalinsurrection.com/2023/01/democrats-use-schiff-as-shiv-to-stick-biden-over-classified-docs-debacle/
[1] https://freebeacon.com/politics/sheila-jackson-lee-thinks-the-constitution-is-400-years-old/
[1] https://www.law.cornell.edu/constitution/first_amendment
[1] https://jonathanturley.org/2019/07/03/democratic-rep-calls-for-the-prosecution-of-people-making-fun-of-members-of-congress/

Top URLs in Tweet in G3:
[189] https://redstate.com/bonchie/2023/01/16/democrat-introduces-legislation-to-make-white-people-criticizing-minorities-a-federal-crime-n689270
[1] https://trendingpoliticsnews.com/house-democrat-introduces-legislation-to-end-free-speech-for-white-people/?utm_source=proude&utm_medium=twitter

Top URLs in Tweet in G4:
[2] https://twitter.com/jacksonleetx18/status/1614898477657464832
[2] https://trendingpoliticsnews.com/house-democrat-introduces-legislation-to-end-free-speech-for-white-people/
[2] https://national-conservative.com/congressman-introduces-bill-that-criminalizes-criticism-of-a-non-white-person/
[2] https://twitter.com/ChelseaEsquire/status/1615009007907012609/photo/1
[2] https://redstate.com/bonchie/2023/01/16/democrat-introduces-legislation-to-make-white-people-criticizing-minorities-a-federal-crime-n689270
[2] https://www.businessinsider.com/jewish-rabbi-abortion-first-amendment-religious-rights-2022-7
[2] https://en.wikipedia.org/wiki/Judaism_and_abortion
[2] https://www.brandeis.edu/jewish-experience/social-justice/2022/june/abortion-judaism-joffe.html
[2] https://www.dailykos.com/stories/2014/3/19/1285933/-Bible-Life-Begins-at-Breath-Not-Conception
[2] https://en.wikipedia.org/wiki/Christianity_and_abortion

Top URLs in Tweet in G5:
[5] https://winbackfreedom.com/
[1] https://twitter.com/greg_price11/status/1615040778098573324/video/1
[1] https://twitter.com/bennyjohnson/status/1614753475761700865/video/1
[1] https://twitter.com/EYESWIDEOPEN172/status/1615138195095670792/photo/1
[1] https://twitter.com/mtaibbi/status/1598838041371516929/photo/1
[1] https://twitter.com/elonmusk/status/1615070479278313472
[1] https://www.mtsu.edu/first-amendment/article/378/bantam-books-inc-v-sullivan#:~:text=the%20Associated%20Press
[1] https://twitter.com/WBVT_98FM/status/1614671444721471491/photo/1
[1] https://twitter.com/RonnyJacksonTX/status/1614749315091644418
[1] https://childrenshealthdefense.org/defender/lawsuit-trusted-news-initiative-antitrust-first-amendment-censoring-covid-content/

Top URLs in Tweet in G6:
[5] https://childrenshealthdefense.org/defender/lawsuit-trusted-news-initiative-antitrust-first-amendment-censoring-covid-content/
[5] https://pjmedia.com/columns/marktapscott/2023/01/15/censorious-cowards-at-linkedin-refuse-to-explain-their-trashing-of-first-amendment-free-speech-n1661672
[3] https://redstate.com/bonchie/2023/01/16/democrat-introduces-legislation-to-make-white-people-criticizing-minorities-a-federal-crime-n689270
[3] https://www.dallasobserver.com/news/the-first-amendment-applies-to-poor-people-even-in-dallas-15703586
[3] https://twitter.com/JennMatt18/status/1615107279153504279/photo/1
[3] https://twitter.com/AlanStalcupIII/status/1615147306461839366/photo/1
[2] https://www.forbes.com/sites/evangerstmann/2021/06/23/supreme-court-says-first-amendment-protects-off-campus-student-free-speech/?sh=441559672908
[2] https://greenmedinfo.com/blog/breaking-landmark-lawsuit-slaps-legacy-media-antitrust-first-amendment-claims-cen
[2] https://twitter.com/sschwankert/status/1615126484460490758/photo/1
[2] https://childrenshealthdefense.org/defender/lawsuit-trusted-news-initiative-antitrust-first-amendment-censoring-covid-content/?utm_source=ONTRAPORT-email-campaign&utm_medium=ONTRAPORT-email-campaign&utm_term=&utm_content=%F0%9F%94%A6+Facing+Fear%2C+Looking+Back%2C+Brunson+Update%2C+Sheep+Dipped%2C+14%2C000+Hours%2C+and+more...&utm_campaign=230116+Newsletter

Top URLs in Tweet in G7:
[2] https://twitter.com/ronfilipkowski/status/1615023693226287104
[2] https://twitter.com/ro_bo31/status/1615013845117927425/photo/1
[2] https://www.yalelawjournal.org/article/natural-rights-and-the-first-amendment
[1] https://twitter.com/FLVoiceNews/status/1614676285342498816/video/1
[1] https://twitter.com/RonFilipkowski/status/1608463904610435072/video/1
[1] https://twitter.com/RonFilipkowski/status/1615023693226287104/photo/1
[1] https://twitter.com/i/web/status/1613909214451097601
[1] https://twitter.com/RonFilipkowski/status/1613909214451097601/video/1
[1] https://nypost.com/2023/01/12/house-republicans-first-week-keeping-our-promise-to-fight-for-americans/
[1] https://lucretiahughes.com/80-illinois-county-sheriffs-refuse-to-enforce-new-assault-weapons-ban/

Top URLs in Tweet in G8:
[4] https://twitter.com/sos_jr/status/1615090923481743362/photo/1
[2] https://www.desmoinesregister.com/story/news/crime-and-courts/2023/01/16/free-speech-case-court-rules-for-university-of-iowa-professor/69806820007/
[2] https://twitter.com/hannnahmmarie/status/1615067427104063505/photo/1
[2] https://www.rockhall.com
[1] https://twitter.com/hannnahmmarie/status/1615067427104063505
[1] https://twitter.com/pebonilla/status/1615045860903247872/photo/1
[1] https://twitter.com/TheFIREorg/status/1580560427964325888/photo/1
[1] https://twitter.com/USConst_Amend_I/status/1615061859937181696/photo/1
[1] https://twitter.com/theleftyleague/status/1615046818798370816
[1] https://twitter.com/theleftyleague/status/1615046818798370816/photo/1

Top URLs in Tweet in G9:
[16] https://twitter.com/sues86453/status/1614659838532882432
[1] https://national-conservative.com/congressman-introduces-bill-that-criminalizes-criticism-of-a-non-white-person/
[1] https://ago.mo.gov/home/news/2023/01/09/missouri-attorney-general-releases-more-documents-exposing-white-house's-social-media-censorship-scheme
[1] https://twitter.com/TPJhawk/status/1614971828342231040/photo/1
[1] https://twitter.com/jedet02/status/1615008448936034306/photo/1

Top URLs in Tweet in G10:
[7] https://twitter.com/stillgray/status/1614748073326174210
[3] https://twitter.com/stillgray/status/1614748073326174210/photo/1
[3] https://www.getreligion.org/getreligion/2023/1/16/another-day-another-rns-first-amendment-story-with-zero-focus-on-the-first-amendment
[3] https://twitter.com/gatewaypundit/status/1615072306996412416
[1] https://www.thegatewaypundit.com/2023/01/radical-democrat-congresswoman-sheila-jackson-lee-introduces-bill-make-white-people-criticizing-minorities-federal-offense/
[1] https://www.thegatewaypundit.com/2023/01/biden-threatens-conservatives-mlk-breakfast-want-take-federal-government-need-f-15s-dont-need-ar-15-video/
[1] https://www.congress.gov/bill/118th-congress/house-bill/61/text/ih?overview=closed&format=xml
[1] https://twitter.com/i/web/status/1615016266540126208

Top Domains
Top Domains in Tweet in Entire Graph:
[366] twitter.com
[198] redstate.com
[28] youtube.com
[27] mtsu.edu
[19] dallasobserver.com
[12] childrenshealthdefense.org
[11] substack.com
[11] jdsupra.com
[10] americanwirenews.com
[10] bizpacreview.com

Top Domains in Tweet in G1:
[13] twitter.com
[1] national-conservative.com
[1] jewscanshoot.org
[1] youtube.com

Top Domains in Tweet in G2:
[6] twitter.com
[2] mtsu.edu
[1] thedailybs.com
[1] thehill.com
[1] legalinsurrection.com
[1] freebeacon.com
[1] cornell.edu
[1] jonathanturley.org

Top Domains in Tweet in G3:
[189] redstate.com
[1] trendingpoliticsnews.com

Top Domains in Tweet in G4:
[19] twitter.com
[6] wikipedia.org
[2] trendingpoliticsnews.com
[2] national-conservative.com
[2] congress.gov
[2] redstate.com
[2] businessinsider.com
[2] brandeis.edu
[2] dailykos.com
[2] the1a.org

Top Domains in Tweet in G5:
[11] twitter.com
[5] winbackfreedom.com
[2] mtsu.edu
[2] trib.al
[1] childrenshealthdefense.org

Top Domains in Tweet in G6:
[36] twitter.com
[8] childrenshealthdefense.org
[7] youtube.com
[5] mtsu.edu
[5] pjmedia.com
[3] redstate.com
[3] forbes.com
[3] foxnews.com
[3] dallasobserver.com
[2] greenmedinfo.com

Top Domains in Tweet in G7:
[26] twitter.com
[2] yalelawjournal.org
[2] theepochtimes.com
[1] nypost.com
[1] lucretiahughes.com
[1] therightscoop.com
[1] mtsu.edu

Top Domains in Tweet in G8:
[14] twitter.com
[2] desmoinesregister.com
[2] rockhall.com
[1] sosassociates.com

Top Domains in Tweet in G9:
[18] twitter.com
[1] national-conservative.com
[1] mo.gov

Top Domains in Tweet in G10:
[14] twitter.com
[3] getreligion.org
[2] thegatewaypundit.com
[1] congress.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] twitterfiles
[30] assange
[16] blm
[15] firstamendment
[12] 1a
[9] mlkday
[9] 1sta
[9] respectmyauthority
[6] yemen
[6] ukraine



Top Hashtags in Tweet in G1:
[1] corruptaf

Top Hashtags in Tweet in G3:
[1] americans
[1] constitution

Top Hashtags in Tweet in G5:
[48] twitterfiles
[1] twitterjail
[1] treason
[1] treasonforbiden
[1] elonmusk
[1] drshiva
[1] saveamerica
[1] freedom
[1] wethepeople
[1] twitter

Top Hashtags in Tweet in G6:
[4] firstamendment
[3] davos2023
[2] mlkday2023
[2] nationalreligiousfreedomday
[2] mlkday
[1] 1stamendment
[1] followme
[1] mytwitteranniversary
[1] cbdc
[1] 2a

Top Hashtags in Tweet in G7:
[2] illegalaliens
[2] fbi
[1] mlkday
[1] gopseditioustraitors
[1] wifakeelectors

Top Hashtags in Tweet in G8:
[1] firstamendment
[1] cleveland
[1] mlkday

Top Hashtags in Tweet in G9:
[1] twitterfiles

Top Words
Top Words in Tweet in Entire Graph:
[2818] amendment
[2799] first
[1795] laurenboebert
[1782] re
[1766] look
[1758] case
[1756] take
[1752] congress
[1737] democrats
[1708] prioritizing

Top Words in Tweet in G1:
[1629] laurenboebert
[1562] re
[1561] congress
[1560] democrats
[1558] look
[1558] case
[1558] take
[1558] weren
[1558] aware
[1557] prioritizing

Top Words in Tweet in G2:
[856] amendment
[854] first
[846] pnjaban
[815] tell
[115] congress
[114] democrats
[112] laurenboebert
[111] take
[111] prioritizing
[111] re

Top Words in Tweet in G3:
[236] first
[236] amendment
[221] proudelephantus
[190] never
[189] lady
[189] crazy
[189] heard
[24] take
[23] look
[22] re

Top Words in Tweet in G4:
[157] jacksonleetx18
[149] white
[118] supremacy
[113] one
[108] maybe
[106] acts
[106] desires
[106] desire
[106] defend
[106] heart

Top Words in Tweet in G5:
[70] twitter
[57] davidsacks
[51] fbi
[49] bennyjohnson
[49] isn
[48] #twitterfiles
[48] communicated
[48] breaking
[48] revelations
[48] teleporter

Top Words in Tweet in G6:
[131] amendment
[130] first
[33] speech
[33] freedom
[22] government
[22] constitution
[22] rights
[19] religious
[18] people
[18] free

Top Words in Tweet in G7:
[77] first
[76] amendment
[27] housegop
[25] ronfilipkowski
[25] government
[24] repmtg
[17] law
[16] egrattan
[13] religion
[12] right

Top Words in Tweet in G8:
[57] amendment
[57] first
[51] hannnahmmarie
[50] consistent
[50] internally
[50] light
[50] leading
[50] conservative
[50] theories
[50] legal

Top Words in Tweet in G9:
[74] amendment
[73] first
[47] sues86453
[21] violation
[20] case
[19] social
[19] speech
[18] federal
[18] media
[18] government

Top Words in Tweet in G10:
[88] amendment
[87] first
[37] stillgray
[19] lee
[19] believe
[18] speech
[15] free
[13] sheila
[12] jackson
[11] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2587] first,amendment
[1709] take,look
[1706] case,weren
[1706] weren,aware
[1705] look,re
[1705] laurenboebert,case
[1705] 118th,congress
[1705] prioritizing,118th
[1705] aware,democrats
[1705] democrats,prioritizing

Top Word Pairs in Tweet in G1:
[1558] case,weren
[1558] weren,aware
[1558] take,look
[1557] aware,democrats
[1557] congress,take
[1557] democrats,prioritizing
[1557] look,re
[1557] laurenboebert,case
[1557] 118th,congress
[1557] prioritizing,118th

Top Word Pairs in Tweet in G2:
[851] first,amendment
[812] pnjaban,tell
[811] tell,first
[111] aware,democrats
[111] congress,take
[111] democrats,prioritizing
[111] look,re
[111] laurenboebert,case
[111] 118th,congress
[111] prioritizing,118th

Top Word Pairs in Tweet in G3:
[233] first,amendment
[189] lady,never
[189] crazy,lady
[189] heard,first
[189] never,heard
[188] proudelephantus,crazy
[22] take,look
[22] weren,aware
[22] aware,democrats
[22] prioritizing,118th

Top Word Pairs in Tweet in G4:
[116] white,supremacy
[106] acts,white
[106] one,heart
[106] defend,acts
[106] heart,desires
[106] maybe,one
[106] desire,defend
[106] supremacy,maybe
[105] hand,desire
[104] jacksonleetx18,hand

Top Word Pairs in Tweet in G5:
[48] communicated,twitter
[48] davidsacks,#twitterfiles
[48] fbi,communicated
[48] twitter,teleporter
[48] breaking,davidsacks
[48] revelations,fbi
[48] #twitterfiles,revelations
[48] teleporter,isn
[47] bennyjohnson,breaking
[35] first,amendment

Top Word Pairs in Tweet in G6:
[109] first,amendment
[16] free,speech
[15] religious,freedom
[10] amendment,rights
[10] amendment,constitution
[8] clause,first
[8] amendment,free
[7] linkedin,refuse
[7] cowards,linkedin
[7] trashing,first

Top Word Pairs in Tweet in G7:
[70] first,amendment
[19] repmtg,housegop
[7] ronfilipkowski,disinformation
[7] way,police
[7] greatest,threat
[7] church,state
[7] disinformation,greatest
[7] police,without
[7] amendment,rights
[7] ought,way

Top Word Pairs in Tweet in G8:
[57] first,amendment
[50] light,conservative
[50] leading,light
[50] intelligentsia,love
[50] internally,consistent
[50] conservative,legal
[50] consistent,theories
[50] legal,intelligentsia
[50] love,rigorous
[50] rigorous,internally

Top Word Pairs in Tweet in G9:
[73] first,amendment
[18] social,media
[17] media,companies
[17] case,demonstrating
[17] big,tech
[17] federal,government
[17] top,officials
[17] colluded,big
[17] tech,social
[17] demonstrating,top

Top Word Pairs in Tweet in G10:
[84] first,amendment
[13] free,speech
[11] jackson,lee
[11] sheila,jackson
[9] stillgray,first
[8] proving,believe
[8] speech,first
[8] keep,proving
[8] dems,keep
[8] believe,free

Top Replied-To
Top Replied-To in Entire Graph:
@laurenboebert
@sues86453
@pnjaban
@jacksonleetx18
@foxnews
@stillgray
@atensnut
@collinrugg
@repmtg
@elonmusk

Top Replied-To in G1:
@laurenboebert
@imjustasteph
@mariofratto
@violetreads
@nowpammsy
@msmisanthropeaz

Top Replied-To in G2:
@pnjaban
@bosnerdley
@cbregman2
@beard_vet
@ericlori3
@financetx
@laurenboebert
@tcscushing
@first_charm

Top Replied-To in G3:
@proudelephantus
@califredhead_57
@eazynsteezy
@jacksonleetx18
@sdawn0945
@auslee711
@12tsawyervo
@johnmccammon12
@jsinsmith420

Top Replied-To in G4:
@jacksonleetx18
@repadamschiff
@laurenboebert
@jennaellisesq
@goodlittlemoose
@repjeffries
@manuelm1156
@pnjaban
@gadfly
@axebracket

Top Replied-To in G5:
@elonmusk
@cnn
@bennyjohnson
@n2play
@jimkennan2
@appuntito160
@davidsacks
@aka_realdirty
@justin4all2
@akafacehots

Top Replied-To in G7:
@repmtg
@wynryprocter
@ronfilipkowski
@egrattan
@iiguyver
@ericowensdc
@brucemontejr
@tomwinq
@gsw2016
@ricksydney

Top Replied-To in G8:
@thefireorg
@justinlawguy
@hannnahmmarie
@usconst_amend_i

Top Replied-To in G9:
@sues86453
@angieandjax
@nofundersons
@tabbbycat
@leah19519359
@tpjhawk
@realtinfingers
@support_jdepp
@46suxcamelballs
@ryandbusse

Top Replied-To in G10:
@stillgray
@gatewaypundit
@jamesbradleyca
@carminefields5
@scottpeters2112
@pastorlocke
@duanefrom
@nananobles2
@kebab_chris
@moremoxie

Top Mentioned
Top Mentioned in Entire Graph:
@laurenboebert
@pnjaban
@proudelephantus
@jacksonleetx18
@davidsacks
@hannnahmmarie
@hannahlebovits
@bennyjohnson
@mjs_dc
@repswalwell

Top Mentioned in G1:
@laurenboebert
@jodyalford17
@happycrazytown
@jacksonleetx18
@mjs_dc
@sound_hologram

Top Mentioned in G2:
@pnjaban
@laurenboebert
@patriotmarie70
@pouts_arts
@tcscushing

Top Mentioned in G3:
@proudelephantus
@laurenboebert
@pnjaban
@leemajorman
@carymd61
@jsinsmith420

Top Mentioned in G4:
@jacksonleetx18
@amuse
@pnjaban
@jacklombardi
@repjeffries
@ninenewsnancy
@laurenboebert
@repadamschiff
@albrechtemilya
@manuelm1156

Top Mentioned in G5:
@davidsacks
@bennyjohnson
@elonmusk
@mtaibbi
@hillaryclinton
@laurenboebert
@sethabramson
@davefromtr1
@erikaawakening
@va_shiva

Top Mentioned in G6:
@fjb4587
@natlawlegalmktg
@dm_sellers

Top Mentioned in G7:
@housegop
@ronfilipkowski
@speakermccarthy
@egrattan
@az_brittney
@joannesapelo
@repmtg
@tom__builder
@jim_jordan
@badfcctakes

Top Mentioned in G8:
@hannnahmmarie
@mjs_dc
@thefireorg
@usconst_amend_i
@pebonilla
@rockhall
@adamsteinbaugh
@dmrmorris
@ncoastharbor

Top Mentioned in G9:
@thesheilag2024
@sues86453
@shelton_kenzi
@carolynevans62
@laurenboebert
@matthew186100
@bennyjohnson
@davidsacks
@dgvreiman
@leah19519359

Top Mentioned in G10:
@stillgray
@neoavatara
@ldreeniatnuom
@hugh_jacks
@pnjaban
@kiely_leo
@carlhittie
@denisem1151
@im14n
@jamesbradleyca

Top Tweeters
Top Tweeters in Entire Graph:
@souljahsingh
@gambiste1
@hrblock_21
@serendipitysays
@patriotmarie70
@phillip92321
@marthalynneowe1
@givemepie360
@rhiles2760
@betterw05759703

Top Tweeters in G1:
@hrblock_21
@ailsaforshaw
@cnovelo66
@bikerbd
@nvania
@debrabuenik
@james_savage15
@lgcomin
@1kimsey
@jazzymsc

Top Tweeters in G2:
@patriotmarie70
@thetoyman1
@kurtschlichter
@sunilkumaraus
@eileendiana
@misstozak
@kathyfisher10
@cptcookswife
@musicgodzradio
@rlfarrow777

Top Tweeters in G3:
@souljahsingh
@bartek93794875
@usaborn3
@lucky88duck
@breadandsalad
@mickeyjohnson07
@rjsp1
@tigerwa70250694
@dairydoll
@lizzieshane8

Top Tweeters in G4:
@marthalynneowe1
@givemepie360
@rhiles2760
@deepvard
@bronxfanatic
@paxnostrum
@sheiladecker19
@aprylsmithts
@cmargaronis
@urbangem

Top Tweeters in G5:
@cnn
@starvinlarry
@taradublinrocks
@falliveneedward
@carter_embrey
@larryboorstein
@wyntre999
@redhatty
@littleone619
@mirandamuseum

Top Tweeters in G6:
@busines65959783
@mandahl
@terresamonroe
@ministryoftru16
@fox11news
@graffitiexpert
@osint220
@curtisjuro
@catoinstitute
@ma19k

Top Tweeters in G7:
@betterw05759703
@mchovden1785
@joncoopertweets
@kathlee73732050
@rlockrocks
@epochtimes
@bluetsunami20
@empowergracewi
@leslieannscott
@samuelwhittemo3

Top Tweeters in G8:
@serendipitysays
@phillip92321
@cnbsnana
@m5b1tch
@nctrueblue
@melodyisdestiny
@jmreycroft
@ms_peaceweaver
@flanigancolette
@nslayton

Top Tweeters in G9:
@thewriterme
@lynnallan7
@wolfgreenwood
@gwasirat
@udreams30
@dennis17viper
@judyhar13298854
@tpjhawk
@tonycanales
@solovoc

Top Tweeters in G10:
@blisstabitha
@stillgray
@neoavatara
@zoombouse
@nathanielbumpo
@tomdickson
@choochoolife
@gyoung9751
@gatewaypundit
@sorinadurante