Pharma, Twitter, 3/4/2023 1:18:52 PM, 290198


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Pharma_2023-03-04_05-07-13.xlsx
Pharma_2023-03-04_05-07-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 04, 2023
Short Description:
Pharma via NodeXL PERMANENTLY_REMOVED
@vigilantfox
@dc_draino
@naomirwolf
@senronjohnson
@wisemom113
@robertkennedyjr
@kberkopes
@silvano_trotta
@joerogan
@ben757433

Top hashtags:
#pharma
#biotech
#healthcare
#strategy
#pharmaceutical
#marshablackburn
#onev1

Description:
Description
The graph represents a network of 6,521 Twitter users whose recent tweets contained "Pharma", 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 13:11 UTC.

The tweets in the network were tweeted over the 703-day, 3-hour, 16-minute period from Tuesday, 30 March 2021 at 21:44 UTC to Saturday, 04 March 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 : 6521
Unique Edges : 4236
Edges With Duplicates : 11828
Total Edges : 16064
Number of Edge Types : 9
Retweet : 3591
MentionsInRetweet : 5413
MentionsInReplyTo : 4169
Replies to : 1548
Mentions : 278
Tweet : 760
Quote : 150
MentionsInQuote : 87
MentionsInQuoteReply : 68
Self-Loops : 939
Reciprocated Vertex Pair Ratio : 0.0288118013138181
Reciprocated Edge Ratio : 0.0560098577349614
Connected Components : 915
Single-Vertex Connected Components : 211
Maximum Vertices in a Connected Component : 3487
Maximum Edges in a Connected Component : 10266
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.027294
Graph Density : 0.000209963468661418
Modularity : 0.532977
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,521 Twitter users whose recent tweets contained "Pharma", 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 13:11 UTC.

The tweets in the network were tweeted over the 703-day, 3-hour, 16-minute period from Tuesday, 30 March 2021 at 21:44 UTC to Saturday, 04 March 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 : Pharma
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:
[22] https://twitter.com/i/broadcasts/1nAJErBwAXXxL
[22] https://andmagazine.substack.com/p/today-sea-lions-are-dying-tomorrow?utm_source=substack&utm_medium=email
[16] https://www.infowars.com/posts/attorney-battling-pfizer-in-court-over-covid-vaccine-gives-update-on-the-biggest-trial-against-big-pharma-in-american-history/
[11] https://twitter.com/i/broadcasts/1ypJddrjwzaJW
[8] https://twitter.com/yjhanzone/status/1631622070407958535/photo/1
[8] https://brownstone.org/articles/states-can-break-through-pharmas-liability/
[6] https://www.fiercepharma.com/pharma/get-ready-pfizer-hq-staffers-you-re-moving-up-to-a-slick-new-spiral-skyscraper
[6] https://twitter.com/EndWokeness/status/1629739199514521601/video/1
[5] https://twitter.com/Janebon34813396/status/1631563438705999872/photo/1
[5] https://annabellascom.wordpress.com/2023/03/03/bravo-cela-se-reveille-enfin-collectif-parents-en-colere-destine-au-college-jean-lartaut-a-jarnac-celui-ou-macron-a-fait-le-job-de-vrp-de-big-pharma-partage-par-silvano-trotta-sur-telegram/

Top URLs in Tweet in G1:
[6] https://www.fiercepharma.com/pharma/get-ready-pfizer-hq-staffers-you-re-moving-up-to-a-slick-new-spiral-skyscraper
[4] https://twitter.com/disclosetv/status/1631779167569166337
[3] https://karenkingston.substack.com/p/can-routine-childhood-vaccines-contain?utm_source=direct&utm_campaign=post&utm_medium=web
[3] https://twitter.com/TonyNikolic10/status/1631803783452971008/photo/1
[2] https://twitter.com/VigilantFox/status/1631394632096424028/video/1
[2] https://www.rollingstone.com/tv-movies/tv-movie-recaps/woody-harrelson-snl-monologue-anti-vax-rant-conspiracy-theory-1234686880/
[2] https://childrenshealthdefense.org/defender/bernie-sanders-drug-prices-big-pharma-greed/
[2] https://twitter.com/vigilantfox/status/1631683991735599104
[2] https://twitter.com/RobertKennedyJr/status/1631339802590158858
[2] https://twitter.com/SenSanders/status/1631060897094311936/photo/1

Top URLs in Tweet in G2:
[1] https://twitter.com/LeighWolf/status/1630686407256682498/video/1
[1] https://twitter.com/DC_Draino/status/1631783039658237956/photo/1
[1] https://makismd.substack.com/p/eric-clapton-i-cant-sleep-because?r=2492x2&utm_campaign=post&utm_medium=email
[1] https://twitter.com/DC_Draino/status/1631690676839514116

Top URLs in Tweet in G3:
[2] https://twitter.com/FiveTimesAugust/status/1631757365820248064/photo/1
[2] https://twitter.com/WindWolfgang/status/1631510390650667009/video/1
[2] https://www.youtube.com/watch?v=q-8fLW8V7ik&feature=youtu.be

[1] https://twitter.com/FiveTimesAugust/status/1631737816056037384/photo/1
[1] https://twitter.com/xx17965797n/status/1631662125499183106
[1] https://oneof.com/phelps
[1] https://www.youtube.com/shorts/tVVZoKZbvHM?feature=share

[1] https://www.massbio.org/events/listing/pfizer-pharma-day-2023/
[1] https://twitter.com/MassBio/status/1631718067787952128/photo/1
[1] https://twitter.com/MageeUnfiltered/status/1631641355712880641/video/1

Top URLs in Tweet in G4:
[13] https://www.infowars.com/posts/attorney-battling-pfizer-in-court-over-covid-vaccine-gives-update-on-the-biggest-trial-against-big-pharma-in-american-history/
[4] https://annabellascom.wordpress.com/2023/03/03/bravo-cela-se-reveille-enfin-collectif-parents-en-colere-destine-au-college-jean-lartaut-a-jarnac-celui-ou-macron-a-fait-le-job-de-vrp-de-big-pharma-partage-par-silvano-trotta-sur-telegram/
[3] https://www.newswars.com/attorney-battling-pfizer-in-court-over-covid-vaccine-gives-update-on-the-biggest-trial-against-big-pharma-in-american-history/
[3] https://www.fiercepharma.com/pharma/sanders-urges-sanofi-novo-nordisk-be-eli-lilly-reducing-insulin-prices
[3] https://www.fiercepharma.com/pharma/fda-requests-55-years-to-complete-foia-request-pfizer-s-covid-19-vaccine
[3] https://www.newstarget.com/2023-03-02-big-pharma-kill-ivermectin-cutting-profits.html
[3] https://twitter.com/Our_Cambridge/status/1631777972104622080/photo/1
[2] https://m.himachal.punjabkesari.in/himachal-pradesh/news/17-mous-worth-2110-crores-signed-for-investment-in-himachal-1781966?utm_source=twitterbot&utm_medium=social
[2] https://twitter.com/switch_predb/status/1631764228209098752/photo/1
[2] https://k-pharma.co.jp/mr-pharmacist/10days/

Top URLs in Tweet in G5:
[3] http://freegiftquiz.com/heavenquiz.html
[1] https://twitter.com/afshineemrani/status/1628607946904203264/photo/1
[1] https://twitter.com/KanekoaTheGreat/status/1629893750582546432/video/1
[1] https://twitter.com/charliekirk11/status/1631678469284458496/video/1
[1] https://twitter.com/VigilantFox/status/1631397632328323072/video/1
[1] https://twitter.com/LalaKent17/status/1631428637013540865/video/1
[1] https://twitter.com/afshineemrani/status/1628607946904203264?s=20
[1] https://twitter.com/afshineemrani/status/1628607946904203264
[1] https://twitter.com/charliekirk11/status/1631421190756798464
[1] https://variety.com/2023/film/news/woody-harrelson-anti-vax-covid-set-protocols-nonsense-1235537636/

Top URLs in Tweet in G6:
[1] https://twitter.com/PublicEnem_y/status/1631760798157504514/video/1
[1] https://twitter.com/silvano_trotta/status/1631271965058031617/photo/1
[1] https://twitter.com/silvano_trotta/status/1630317993769967622/photo/1
[1] https://twitter.com/silvano_trotta/status/1631346133506170907/photo/1
[1] https://twitter.com/silvano_trotta/status/1631687728923328515/photo/1
[1] https://www.youtube.com/watch?v=Cygod7DQ0Ks

[1] https://twitter.com/silvano_trotta/status/1630684278450188288/photo/1
[1] https://twitter.com/silvano_trotta/status/1631743027726221329/photo/1
[1] https://forum.libertes.ca/viewtopic.php?t=2778
[1] https://twitter.com/logixca/status/1631759715007975427/photo/1

Top URLs in Tweet in G7:
[4] https://twitter.com/BillyBostickson/status/1453660621027758084/photo/1
[2] https://twitter.com/Lii258/status/1631549210813145089/photo/1
[2] https://twitter.com/Leedsleeds66/status/1498024733782257666/photo/1
[1] https://twitter.com/juneslater17/status/1631590929881604096/video/1
[1] https://open.spotify.com/episode/37dIe9CNnSGzm9kEmZJnbC?si=WLBjCefYQGiEA9pMxvmtVQ
[1] https://twitter.com/i/web/status/1631568545493524480
[1] https://twitter.com/DrAseemMalhotra/status/1631568545493524480/video/1
[1] https://amp.cnn.com/cnn/2023/03/01/asia/japan-births-2022-record-low-intl-hnk/index.html
[1] https://dailyclout.io/report-58-part-2-autopsies-reveal-medical-atrocities-of-genetic-therapies-being-used-against-a-respiratory-virus/
[1] https://twitter.com/Fynnderella1/status/1631748793115836418/photo/1

Top URLs in Tweet in G8:
[1] https://twitter.com/cenkuygur/status/1630241367736872962
[1] https://twitter.com/jimmy_dore/status/1614762936320524288/photo/1
[1] https://twitter.com/chrislhayes/status/1631133132681248770
[1] https://www.msnbc.com/opinion/msnbc-opinion/eli-lilly-35-dollar-insulin-cap-insurance-diabetes-rcna72947?cid=sm_npd_ms_tw_ma&taid=6401a2001e76680001c58d07&utm_campaign=trueanthem&utm_medium=social&utm_source=twitter
[1] https://www.youtube.com/watch?v=mDoe9WYOYUw

[1] https://www.youtube.com/watch?v=9XCMoPu8TXw&feature=youtu.be

[1] https://twitter.com/CanadaFreedom18/status/1627866998758596610/photo/1
[1] https://twitter.com/sasquatchalien/status/1631803275845554177/photo/1

Top URLs in Tweet in G9:
[1] https://childrenshealthdefense.org/defender/merck-lower-age-gardasil-hpv-vaccine/?eType=EmailBlastContent&eId=81409887-19d1-491d-a3ef-3208f24499d6
[1] https://twitter.com/vigilantfox/status/1631683991735599104
[1] https://twitter.com/VigilantFox/status/1631760167254519813
[1] https://www.infowars.com/posts/attorney-battling-pfizer-in-court-over-covid-vaccine-gives-update-on-the-biggest-trial-against-big-pharma-in-american-history/
[1] https://twitter.com/VigilantFox/status/1631783123473125376
[1] https://twitter.com/JohnCovfefe17/status/1631722437388771333/video/1
[1] https://www.fiercepharma.com/pharma/merck-amid-1b-plus-manufacturing-upgrade-adds-150-jobs-support-beefed-hpv-shot-production#:~:text=Pharma-,Merck%2C%20nearing%20completion%20of%20%241B%20Gardasil%20manufacturing%20push%2C%20eyes,to%20double%20production%E2%81%A0%E2%80%94again&text=After%20running%20into%20HPV%20vaccine,than%20%241%20billion%20manufacturing%20investment

Top URLs in Tweet in G10:
[1] https://www.rte.ie/news/coronavirus/2023/0301/1359572-covid-campaign/
[1] https://www.telegraph.co.uk/news/2023/02/28/lockdown-files-matt-hancock-whatsapp-whitty-care-homes-covid/
[1] https://twitter.com/c_mandas/status/1631796806513315841
[1] https://twitter.com/Otto_English/status/1631799517497393152
[1] https://twitter.com/justask66054535/status/1631773593272201216
[1] https://twitter.com/tygerpatches/status/1631818651761270788/photo/1
[1] https://twitter.com/_Janey_J/status/1631566156023705600/video/1
[1] https://twitter.com/_janey_j/status/1631566156023705600
[1] https://twitter.com/c_washington/status/1631801640381558784/photo/1
[1] https://www.amazon.com/dp/1907797653?_encoding=UTF8&psc=1&ref_=cm_sw_r_apin_dp_F3B146X3MTPV3GZ88PH5

Top Domains
Top Domains in Tweet in Entire Graph:
[842] twitter.com
[38] youtube.com
[36] substack.com
[23] fiercepharma.com
[17] infowars.com
[14] co.uk
[12] co.jp
[8] google.com
[8] endpts.com
[8] brownstone.org

Top Domains in Tweet in G1:
[92] twitter.com
[6] fiercepharma.com
[4] substack.com
[3] childrenshealthdefense.org
[2] rollingstone.com
[2] co.uk
[2] disclose.tv
[2] drhyman.com
[1] nytimes.com
[1] steynonline.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] substack.com

Top Domains in Tweet in G3:
[21] twitter.com
[9] youtube.com
[1] oneof.com
[1] massbio.org
[1] rumble.com

Top Domains in Tweet in G4:
[50] twitter.com
[14] infowars.com
[12] fiercepharma.com
[9] youtube.com
[8] co.jp
[5] markets.sh
[4] linkedin.com
[4] newstarget.com
[4] pharmiweb.jobs
[4] newswars.com

Top Domains in Tweet in G5:
[8] twitter.com
[3] freegiftquiz.com
[1] variety.com

Top Domains in Tweet in G6:
[9] twitter.com
[1] youtube.com
[1] libertes.ca
[1] francesoir.fr

Top Domains in Tweet in G7:
[12] twitter.com
[1] spotify.com
[1] cnn.com
[1] dailyclout.io
[1] youthbiotx.com
[1] wa.gov

Top Domains in Tweet in G8:
[5] twitter.com
[2] youtube.com
[1] msnbc.com

Top Domains in Tweet in G9:
[4] twitter.com
[1] childrenshealthdefense.org
[1] infowars.com
[1] fiercepharma.com

Top Domains in Tweet in G10:
[9] twitter.com
[1] rte.ie
[1] co.uk
[1] amazon.com
[1] disclose.tv
[1] sensereceptornews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[46] pharma
[19] biotech
[13] healthcare
[13] strategy
[9] pharmaceutical
[9] marshablackburn
[9] onev1
[9] competitiveintelligence
[8] marketing
[7] covid19



Top Hashtags in Tweet in G1:
[3] covid
[2] justicefortrista
[2] nhpolitics
[1] theyliedpeopledied
[1] holdtheline
[1] resignrochelle
[1] unvaccinated
[1] pfizer
[1] stoptheshots
[1] noamnestyforcovidtyranny

Top Hashtags in Tweet in G3:
[2] snl
[2] pharmaday
[2] cancerresearch
[2] chemistry
[1] noamnesty
[1] election
[1] alberta
[1] nyc
[1] clotshot
[1] medchem

Top Hashtags in Tweet in G4:
[13] pharma
[6] news
[4] jobs
[3] healthcare
[3] biotech
[3] india
[3] bigpharma
[3] hiring
[3] medcomms
[3] pharmiweb

Top Hashtags in Tweet in G5:
[2] vitamind
[2] covid19
[2] naturalimmunity

Top Hashtags in Tweet in G7:
[4] drastic
[1] crimesagainsthumanity

Top Hashtags in Tweet in G8:
[1] faucifiles
[1] covidvaccine

Top Hashtags in Tweet in G9:
[1] crimesagainshumanity

Top Hashtags in Tweet in G10:
[1] scientism
[1] expertworship

Top Words
Top Words in Tweet in Entire Graph:
[3581] pharma
[2891] big
[1299] people
[1039] covid
[814] vigilantfox
[812] one
[793] drug
[781] companies
[686] shots
[680] flu

Top Words in Tweet in G1:
[912] pharma
[764] vigilantfox
[747] big
[639] covid
[634] one
[629] companies
[628] drug
[622] flu
[621] shots
[620] plans

Top Words in Tweet in G2:
[786] people
[401] dc_draino
[393] food
[393] organic
[392] devout
[392] weird
[392] amish
[392] church
[391] used
[391] consider

Top Words in Tweet in G3:
[262] johnlegend
[262] fivetimesaugust
[258] hi
[163] pharma
[152] big
[150] michaelphelps
[150] going
[149] campaign
[149] questlove
[149] charlieputh

Top Words in Tweet in G4:
[175] pharma
[88] big
[21] people
[21] covid
[17] vaccine
[14] over
[13] against
[13] #pharma
[12] government
[11] fda

Top Words in Tweet in G5:
[215] big
[184] years
[128] covid
[123] between
[123] charliekirk11
[123] collusion
[122] human
[121] write
[121] due
[121] honest

Top Words in Tweet in G6:
[151] pharma
[151] big
[133] silvano_trotta
[97] santé
[95] vers
[95] bah
[95] l'esclavagisme
[95] ministre
[95] voilà
[95] allemand

Top Words in Tweet in G7:
[117] juneslater17
[116] think
[115] decision
[115] making
[115] over
[114] failings
[114] trying
[114] miserable
[114] hand
[114] cruel

Top Words in Tweet in G8:
[133] pharma
[132] big
[119] jimmy_dore
[117] msnbc
[115] gotten
[114] military
[114] bought
[114] complex
[114] industrial
[113] shitty

Top Words in Tweet in G9:
[92] vgclements1
[92] series
[69] pharma
[47] factor
[46] parts
[46] bankers
[46] 30
[46] video
[46] part
[46] holistic

Top Words in Tweet in G10:
[51] pharma
[40] fatemperor
[36] know
[33] look
[33] re
[32] promoters
[32] furin
[32] site
[32] leak
[32] jargon

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2489] big,pharma
[661] drug,companies
[656] plans,combine
[656] shots,one
[656] hell,bent
[656] disaster,big
[656] combine,covid
[656] flu,shots
[656] covid,flu
[656] companies,hell

Top Word Pairs in Tweet in G1:
[726] big,pharma
[618] shots,one
[618] companies,hell
[618] flu,shots
[618] hell,bent
[618] combine,covid
[618] one,drug
[618] disaster,big
[618] plans,combine
[618] drug,companies

Top Word Pairs in Tweet in G2:
[393] organic,food
[392] people,organic
[392] church,people
[392] devout,church
[391] weird,young
[391] consider,little
[391] amish,devout
[391] little,weird
[391] people,used
[391] homeschoolers,amish

Top Word Pairs in Tweet in G3:
[258] hi,johnlegend
[256] fivetimesaugust,hi
[149] charlieputh,pink
[149] big,pharma
[149] questlove,michaelphelps
[149] pink,questlove
[149] going,launching
[149] johnlegend,marthastewart
[149] marthastewart,charlieputh
[149] launching,campaign

Top Word Pairs in Tweet in G4:
[80] big,pharma
[11] against,big
[9] trial,against
[9] gives,update
[9] update,biggest
[9] court,over
[9] battling,pfizer
[9] attorney,battling
[9] vaccine,gives
[9] biggest,trial

Top Word Pairs in Tweet in G5:
[123] between,big
[123] collusion,between
[122] covid,years
[121] human,tragedy
[121] unmitigated,human
[121] years,unmitigated
[121] historians,write
[121] honest,historians
[121] write,covid
[121] due,collusion

Top Word Pairs in Tweet in G6:
[151] big,pharma
[95] l'esclavagisme,big
[95] route,vers
[95] voilà,psychopathe
[95] dévoile,route
[95] psychopathe,ministre
[95] santé,allemand
[95] vers,l'esclavagisme
[95] ah,bah
[95] ministre,santé

Top Word Pairs in Tweet in G7:
[115] decision,making
[114] hand,over
[114] making,funded
[114] failings,think
[114] miserable,cruel
[114] cruel,failings
[114] trying,hand
[114] think,trying
[114] over,decision
[113] juneslater17,miserable

Top Word Pairs in Tweet in G8:
[129] big,pharma
[114] industrial,complex
[114] military,industrial
[113] shitty,msnbc
[113] wall,st
[113] bought,big
[113] st,military
[113] see,shitty
[113] msnbc,gotten
[113] gotten,bought

Top Word Pairs in Tweet in G9:
[46] medicine,important
[46] important,factor
[46] 30,holistic
[46] bankers,series
[46] series,part
[46] parts,video
[46] video,series
[46] factor,establishing
[46] holistic,medicine
[46] series,15

Top Word Pairs in Tweet in G10:
[32] ace2,receptor
[32] know,re
[32] muttering,arcane
[32] leak,promoters
[32] cleavage,site
[32] arcane,jargon
[32] promoters,muttering
[32] furin,cleavage
[32] hear,lab
[32] site,ace2

Top Replied-To
Top Replied-To in Entire Graph:
@vigilantfox
@ninaturner
@drloupis
@robschneider
@genflynn
@joebiden
@itsnotm0i
@pig_pharma
@goddeketal
@realstewpeters

Top Replied-To in G1:
@vigilantfox
@robertkennedyjr
@thechiefnerd
@john28500101
@texaslindsay_
@neilstweet
@dragonfishy
@alx
@naomirwolf
@rollingstone

Top Replied-To in G2:
@dc_draino
@sigsauerlady
@gsdii
@thufrogbrothers

Top Replied-To in G3:
@fp_champagne
@fivetimesaugust
@thebabylonbee
@wesinman1
@ladyjustice4512
@mo2dmax
@michaelphelps
@stripedhats
@tfoojee
@biancaf19837396

Top Replied-To in G5:
@charliekirk11
@ilhanmn
@rizzaislam
@afshineemrani
@timrobbins1
@disclosetv

Top Replied-To in G6:
@silvano_trotta
@publicenem_y
@qo_ideme6

Top Replied-To in G7:
@draseemmalhotra
@bouvierjourno
@elonmusk
@berrytartlet
@loreofrunning1
@dr_barrett
@mellefluous
@fecak
@fynnderella1
@ydeigin

Top Replied-To in G8:
@chrislhayes
@jvgraz
@newentropian
@conro
@gillettelucy
@zachariahyager
@msnbc

Top Replied-To in G9:
@vgclements1
@rashellygirl
@nickquinlan9
@desunshineband
@kurtkomatsu
@lequtis007
@jamiesale
@debroy62

Top Replied-To in G10:
@otto_english
@_janey_j
@fatemperor
@scarusetta
@abovousqueadma2
@daywill30424191
@ratboy101203
@thebembridge
@juliahb1
@c_washington

Top Mentioned
Top Mentioned in Entire Graph:
@vigilantfox
@dc_draino
@johnlegend
@fivetimesaugust
@marthastewart
@charlieputh
@pink
@questlove
@michaelphelps
@pfizer

Top Mentioned in G1:
@vigilantfox
@joerogan
@robertkennedyjr
@kingston_truth
@naomirwolf
@berniesanders
@rustyrockets
@idropcouriers
@yaliberty
@tonynikolic10

Top Mentioned in G2:
@dc_draino
@vigilantfox
@taggartheidi
@sigsauerlady

Top Mentioned in G3:
@johnlegend
@fivetimesaugust
@marthastewart
@charlieputh
@pink
@questlove
@michaelphelps
@pfizer
@youtube
@pfizercapres

Top Mentioned in G4:
@642fiat
@mariehada_o
@embradley25
@jannergreens
@asplundlee
@douglas49408553
@politic_talks
@culsch

Top Mentioned in G5:
@charliekirk11
@afshineemrani
@vigilantfox
@dc_draino
@lalakent17
@whitlockjason
@robertkennedyjr
@joerogan
@sagaftra
@actorsequity

Top Mentioned in G6:
@silvano_trotta
@logixca
@publicenem_y
@xavierbazin2
@lespatriotes95
@sinedwarrior
@dc_draino
@fandemarlene
@jackjack00714
@qo_ideme6

Top Mentioned in G7:
@juneslater17
@vigilantfox
@draseemmalhotra
@elonmusk
@stevenwilson777
@lenmedhealth
@billybostickson
@ydeigin
@loreofrunning1
@dr_barrett

Top Mentioned in G8:
@jimmy_dore
@msnbc
@fivetimesaugust
@johnlegend
@marthastewart
@charlieputh
@pink
@questlove
@michaelphelps
@pfizer

Top Mentioned in G9:
@vgclements1
@eppoeh
@jamiesale
@wrecklessgamer
@nickquinlan9
@rashellygirl
@bongirl07
@vigilantfox
@dc_draino
@erikgarr

Top Mentioned in G10:
@fatemperor
@21wire
@otto_english
@happytoberight
@_janey_j
@vigilantfox
@richard93783516
@juliahb1
@thebembridge
@loreofrunning1

Top Tweeters
Top Tweeters in Entire Graph:
@dennys_pr
@independent
@yarosisnancy
@tokkataro1
@iartg
@httweets
@porridgeisgood
@magicdmw
@lechatnoire4
@altai_armande

Top Tweeters in G1:
@mooncindylu
@jazzymsc
@jadedbypolitics
@mom2gbd
@zoom81
@wmur9
@time
@abc
@cbsnews
@nbcnews

Top Tweeters in G2:
@lawlor224
@xformed
@carlanun
@antoinotabot
@lourdesalom
@troyawalters
@westernpajon
@scovitz
@non_msm_news
@orcatra

Top Tweeters in G3:
@bonbee81
@kheatherbrown
@sidljon
@ex_lefty
@ajbuck85
@waikikibeech
@ranumpowerplay
@1tsakeeper
@sinow
@jhpadillaleal

Top Tweeters in G4:
@tokkataro1
@momo51222032
@careerage
@patesalo_e
@investor_feed
@kokikokiya
@punjabkesari
@pharmiwebjobs
@stockresearchhq
@fundamentalsbot

Top Tweeters in G5:
@mtrushmore2016
@mamab_l
@rn549
@wsmithroom101
@asimplepatriot
@balonetone
@karmaal2010
@jo_usa_
@smallbizrescafe
@venom_killer21

Top Tweeters in G6:
@delalande72
@evelyneyant94
@porcinettelouis
@louisem71493518
@dufailly1
@bah_9
@veritebeaute
@mariebrin68
@daniesteimer
@bleuet1091

Top Tweeters in G7:
@designerdeb3
@octy66
@jlj060453
@marinerman2
@marleneprosser1
@alan_lingwood
@mellefluous
@stephen1e4
@w13469141
@ahawk9111

Top Tweeters in G8:
@doodlestrks
@brookebay21
@rliberalskiddin
@msnbc
@kebie19
@bayarea_bias
@simonelaurey
@deeppolitics
@jvgraz
@chrislhayes

Top Tweeters in G9:
@porridgeisgood
@nelliejs501
@blueyes9445
@mikestockmusic
@gkraankra
@ginap4462
@nat2023z
@quiziep8jazz101
@srdeoz
@palucier

Top Tweeters in G10:
@josmirek
@luigi_warren
@rogerxmathew
@celticnotorious
@luisnbrito96
@otto_english
@cuteasducklings
@happytoberight
@yasthetwit
@juliahb1


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