Pharma, Twitter, 10/30/2021 3:11:03 PM, 265120


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Pharma_2021-10-30_04-48-01.xlsx
Pharma_2021-10-30_04-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 30, 2021
Short Description:
Pharma via NodeXL https://bit.ly/3bsfvfc
@berniesanders
@jldmedia
@jimmykranki
@draseemmalhotra
@artefr
@who
@rashidatlaib
@sen_joemanchin
@patil21318
@atulkhos

Top hashtags:
#pharma
#saitama
#saitamask
#saitama150k
#saitamawolfpack
#saitamainu
#crypto
#covid19

Description:
Description
The graph represents a network of 9,484 Twitter users whose tweets in the requested range contained "Pharma", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 30 October 2021 at 11:58 UTC.

The requested start date was Saturday, 30 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 1-hour, 13-minute period from Wednesday, 27 October 2021 at 10:00 UTC to Friday, 29 October 2021 at 11:14 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 : 9484
Unique Edges : 6037
Edges With Duplicates : 10286
Total Edges : 16323
Number of Edge Types : 5
Retweet : 4511
MentionsInRetweet : 6126
Replies to : 1756
Tweet : 1658
Mentions : 2272
Self-Loops : 1708
Reciprocated Vertex Pair Ratio : 0.0139475908706678
Reciprocated Edge Ratio : 0.027511463109629
Connected Components : 1939
Single-Vertex Connected Components : 692
Maximum Vertices in a Connected Component : 3650
Maximum Edges in a Connected Component : 8394
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 11.249012
Graph Density : 0.00010669718054813
Modularity : 0.605413
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,484 Twitter users whose tweets in the requested range contained "Pharma", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 30 October 2021 at 11:58 UTC.

The requested start date was Saturday, 30 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 1-hour, 13-minute period from Wednesday, 27 October 2021 at 10:00 UTC to Friday, 29 October 2021 at 11:14 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 : 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:
[56] https://news.yahoo.com/kyrsten-sinema-acting-pharma-ally-222253879.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[34] https://www.opensecrets.org/federal-lobbying/clients/summary?cycle=2021&id=D000000504&name=Pharmaceutical+Research+%26+Manufacturers+of+America
[34] https://www.arte.tv/fr/videos/085428-000-A/big-pharma-labos-tout-puissants/
[21] https://www.youtube.com/watch?v=BAmy7G_VAqA&feature=youtu.be

[19] https://www.redvoicemedia.com/2021/10/ph-d-scientists-stuns-at-child-vax-fda-hearing-fda-cdc-big-pharma-leaving-injured-as-collateral-damage-video/
[13] https://www.salon.com/2021/10/29/pro-pharma-democrats-bill-to-lower-costs--advocates-ask-what-did-they-get-for-that/
[7] https://www.newsmax.com/tawfikhamid/covid-vaccines-refusing-big-pharma/2021/10/27/id/1042210/
[7] https://www.youtube.com/watch?v=nYIJxoh7gqw&feature=youtu.be

[7] https://www.theguardian.com/society/2021/oct/29/regulator-paves-way-for-nhs-e-cigarette-prescriptions-in-england
[7] https://journalistenwatch.com/2021/10/28/heil-pharma-impfzertifikat/

Top URLs in Tweet in G1:
[7] https://hb.afl.rakuten.co.jp/ichiba/g00t9vn5.f768cd9e.g00t9vn5.f768de00/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fichi-pharma-store%2Fsnpr-00r5ct08y%2F&m=http%3A%2F%2Fm.rakuten.co.jp%2Fichi-pharma-store%2Fi%2F10041740%2F&rafct=g_1
[4] https://www.youtube.com/watch?v=nYIJxoh7gqw&feature=youtu.be

[3] https://www.arte.tv/fr/videos/085428-000-A/big-pharma-labos-tout-puissants/
[3] https://www.medicalaffairsspecialist.org/certifications/bcmas
[3] https://tpmg.pro/newsletter-signup-2/
[2] https://alicanteplaza.es/el-parque-cientifico-de-alicante-acoge-el-laboratorio-de-id-de-la-famaceutica-laminar-pharma
[2] https://www.complyapply.com/jobs/90487164-director-commercial-regulatory-affairs-at-mt-pharma?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.pharmaexcipients.com/news/partitioning-pharma-drama/?utm_source=dlvr.it&utm_medium=twitter
[2] https://scrip.pharmaintelligence.informa.com/SC145311/China-Offers-Level-Field-In-Trade-Pact-Bid-But-Multiple-Pharma-Barriers-Remain
[2] https://pharma.live.ft.com/page/1716711/register-now?utm_source=twitter&utm_medium=sm&utm_content=ftanthonycostello&utm_campaign=em-q421-emeawebinar

Top URLs in Tweet in G2:
[9] https://www.salon.com/2021/10/29/pro-pharma-democrats-bill-to-lower-costs--advocates-ask-what-did-they-get-for-that/
[2] https://www.opensecrets.org/federal-lobbying/clients/summary?cycle=2021&id=D000000504&name=Pharmaceutical+Research+%26+Manufacturers+of+America
[1] https://childrenshealthdefense.org/defender/beaglegate-fauci-experiments-children/
[1] https://twitter.com/SenSanders/status/1453056339228381189

Top URLs in Tweet in G3:
[1] https://www.business-standard.com/article/health/mandaviya-urges-pharma-industry-to-make-india-a-manufacturing-hub-121102700720_1.html
[1] https://twitter.com/Saitamaguru1/status/1453594582118113280
[1] https://twitter.com/elonmusk/status/1453590715267788803

Top URLs in Tweet in G4:
[1] https://twitter.com/janedryden4/status/1453807119850000389
[1] https://www.anandmarket.in/covid-updates-mexico-resists-vaccinating-children-despite-court-order/
[1] https://www.indiatoday.in/movies/regional-cinema/story/puneeth-rajkumar-suffers-heart-attack-admitted-to-hospital-in-bengaluru-1870941-2021-10-29
[1] https://twitter.com/drg1985/status/1453716937045778432

Top URLs in Tweet in G5:
[20] https://www.youtube.com/watch?v=BAmy7G_VAqA&feature=youtu.be

[6] https://dreslincourts.wpcomstaging.com/big-pharma-corruption/
[5] https://lemediaen442.fr/documentaire-arte-big-pharma-labos-tout-puissants/
[5] https://www.youtube.com/watch?v=ynJYVwfg8tg&feature=youtu.be

[5] https://www.arte.tv/fr/videos/085428-000-A/big-pharma-labos-tout-puissants/
[3] https://www.programme-tv.net/programme/culture-infos/18086841-big-pharma-labos-tout-puissants/
[2] https://lemediaen442.fr/molnupiravir-veran-se-charge-den-faire-la-publicite-les-francais-de-payer-et-big-pharma-dempocher/
[1] https://lemediaen442.fr/le-pape-applique-la-politique-vaccinale-de-big-pharma-aux-gardes-suisses-le-vaccin-ou-la-porte/
[1] https://twitter.com/sudouest/status/1453280870324912132
[1] https://www.wsj.com/articles/promising-covid-19-pill-licensed-to-u-n-backed-nonprofit-to-increase-global-supplies-11635328800

Top URLs in Tweet in G6:
[55] https://news.yahoo.com/kyrsten-sinema-acting-pharma-ally-222253879.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[4] https://salon.com/
[1] https://primarysinema.com/
[1] https://www.salon.com/2021/10/29/pro-pharma-democrats-bill-to-lower-costs--advocates-ask-what-did-they-get-for-that/
[1] https://www.politico.com/news/2021/10/28/sinema-biden-prescription-drug-deal-517422?fbclid=IwAR1iQxNMvqqziNHennhvcux8J2Kbexh6FTK4Cs0ZG2EvvHiVABI_lDs_cpU
[1] https://finance.yahoo.com/news/pfizer-ceo-blasts-americas-drug-pricing-system-145734621.html?soc_src=community&soc_trk=tw
[1] https://www.salon.com/2021/09/23/big-pharma-firms-donated-750k-to-kyrsten-sinema--then-she-opposed-bill/
[1] https://twitter.com/LaurieRoberts/status/1453781398335082496
[1] https://finance.yahoo.com/news/pfizer-ceo-blasts-americas-drug-pricing-system-145734621.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://twitter.com/aroseblush/status/1453881407114207234

Top URLs in Tweet in G7:
[1] https://podcasts.apple.com/us/podcast/ep-982-big-pharma-is-trying-to-kill-us-we-wont-let/id1065050908?i=1000540041534
[1] https://twitter.com/thehill/status/1453881290650963968
[1] https://twitter.com/headsontheblock/status/1443797484422131712
[1] https://rumble.com/vnqpxl-dr.-byram-bridle-speaks-in-toronto-canada-october-13-2021.html

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=WwfIaWLcM7c&feature=youtu.be

[1] https://twitter.com/tkp_at/status/1453943247462494209
[1] https://twitter.com/aktuelle_stunde/status/1363484139471667206?t=rrE0oaw82NRusudFpHICaQ&s=19
[1] https://twitter.com/InvestigaTV/status/1451441439058112520?s=20

Top URLs in Tweet in G9:
[7] https://www.theguardian.com/society/2021/oct/29/regulator-paves-way-for-nhs-e-cigarette-prescriptions-in-england
[2] https://www.bitchute.com/video/umQfFungwPii/
[2] https://www.echo-news.co.uk/news/18846015.sir-david-amess-southend-west-horrified-second-lockdown/
[1] https://www.ukcolumn.org/article/gcmaf-and-persecution-david-noakes-lyn-thyer-immuno-biotech
[1] https://www.yellowad.co.uk/southend-mp-calls-plans-to-make-masks-mandatory-an-infringement-on-civil-liberties/
[1] https://www.parallelparliament.co.uk/mp/david-amess/debate/Commons/2021-03-15/debates/8D4B8782-7BA5-475B-A48A-370859B78209/VaccinePassports
[1] https://twitter.com/draseemmalhotra/status/1449048667835535363?s=21
[1] https://twitter.com/carlevecrime/status/1449118951234064387
[1] https://bbc.in/2YsmIZP?utm_content=182448449&utm_medium=social&utm_source=twitter&hss_channel=tw-111292531
[1] https://twitter.com/mmaher70/status/1453317375428857865

Top URLs in Tweet in G10:
[5] https://marinatalamanou.substack.com/p/ai-pharma-deals-merck-and-ai-startups?justPublished=true
[4] https://labiotech.eu/
[4] https://www.labiotech.eu/trends-news/dna-script-manufacturing-touchlight/?utm_source=dlvr.it&utm_medium=twitter
[2] https://pharmtechfocus.com/sphere-fluidics-closes-a-40-million-funding-round-led-by-sofinnova-partners-and-redmile-group/
[2] https://pharmtechfocus.com/koa-health-bolsters-uk-leadership-team-appointing-first-uk-commercial-director-as-business-grows/
[2] https://www.nihr.ac.uk/documents/case-studies/strategic-collaboration-breaks-ground-in-lupus-clinical-research-in-the-uk/29108
[1] https://endpts.com/alnylams-john-maraganore-isnt-the-only-ceo-to-leave-his-post-crisprs-chief-commercial-officer-takes-the-helm-at-a-protein-degradation-player?utm_source=dlvr.it&utm_medium=twitter
[1] https://pharmaphorum.com/news/gilead-tags-merck-for-first-line-triple-negative-breast-cancer-trial/
[1] https://pharmaphorum.com/news/merck-takes-further-steps-to-expand-access-to-oral-covid-pill/
[1] https://deep-dive.pharmaphorum.com/magazine/patients-partnerships/pharma-patients/

Top Domains
Top Domains in Tweet in Entire Graph:
[328] twitter.com
[71] youtube.com
[70] yahoo.com
[39] pharmiweb.jobs
[39] arte.tv
[35] opensecrets.org
[25] co.uk
[22] salon.com
[21] co.jp
[19] redvoicemedia.com

Top Domains in Tweet in G1:
[131] twitter.com
[25] pharmiweb.jobs
[16] co.uk
[14] businessline.global
[13] informatori.it
[12] co.jp
[8] youtube.com
[8] linkedin.com
[6] t.me
[6] google.com

Top Domains in Tweet in G2:
[9] salon.com
[2] opensecrets.org
[1] childrenshealthdefense.org
[1] twitter.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] business-standard.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] anandmarket.in
[1] indiatoday.in

Top Domains in Tweet in G5:
[31] youtube.com
[8] lemediaen442.fr
[6] wpcomstaging.com
[6] arte.tv
[3] twitter.com
[3] programme-tv.net
[1] wsj.com
[1] redvoicemedia.com
[1] democracynow.org
[1] wordpress.com

Top Domains in Tweet in G6:
[58] yahoo.com
[7] salon.com
[4] twitter.com
[1] primarysinema.com
[1] politico.com
[1] cnn.com
[1] actionnetwork.org
[1] theintercept.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] apple.com
[1] rumble.com

Top Domains in Tweet in G8:
[3] twitter.com
[1] youtube.com

Top Domains in Tweet in G9:
[7] theguardian.com
[4] co.uk
[3] twitter.com
[2] bitchute.com
[1] ukcolumn.org
[1] bbc.in
[1] marktaliano.net

Top Domains in Tweet in G10:
[9] pharmaphorum.com
[9] linkedin.com
[8] labiotech.eu
[5] substack.com
[5] pharmtechfocus.com
[2] co.uk
[2] reutersevents.com
[2] ac.uk
[2] efpia.eu
[2] tagesspiegel.de

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[285] pharma
[213] saitama
[189] saitamask
[182] saitama150k
[107] saitamawolfpack
[91] saitamainu
[91] crypto
[71] covid19
[43] healthcare
[43] lauterbach4gesundheitsminister



Top Hashtags in Tweet in G1:
[135] pharma
[27] jobs
[26] healthcare
[22] hiring
[22] pharmiweb
[17] biotech
[14] pharmacy
[10] careers
[10] health
[9] clinicaltrials

Top Hashtags in Tweet in G3:
[212] saitama
[189] saitamask
[182] saitama150k
[107] saitamawolfpack
[91] saitamainu
[91] crypto
[23] wolfpack
[13] saitapay
[11] saitamaangels
[2] divislabs

Top Hashtags in Tweet in G4:
[2] psychiatry
[2] government
[2] pharma
[2] worldwide
[1] psychiatrists
[1] vaccination
[1] vaccine
[1] everyone
[1] checkmate

Top Hashtags in Tweet in G5:
[13] arte
[11] molnupiravir
[5] bigpharma
[2] dépakine
[2] sanofi
[1] remdésivir
[1] bamlanivimab
[1] verandemission
[1] servicetweet
[1] reetweeten

Top Hashtags in Tweet in G6:
[2] covid
[1] grifter
[1] kirstensinemapharmasis
[1] bigpharma
[1] usestaxpayermoney
[1] bribepoliticians
[1] denymedicationstous
[1] taxstrike
[1] sinemasoldout
[1] holdtheline

Top Hashtags in Tweet in G7:
[2] climatecrisis
[2] epipen
[2] manchin
[2] sinema
[1] crimesagainsthumanity
[1] westvirginia

Top Hashtags in Tweet in G8:
[42] lauterbach4gesundheitsminister
[42] dankekarl
[1] impfen
[1] ivermectin
[1] covid19

Top Hashtags in Tweet in G9:
[1] covid19
[1] healthissues
[1] pharma

Top Hashtags in Tweet in G10:
[33] pharma
[15] drugdiscovery
[10] covid19
[9] biotech
[9] ai
[8] strategy
[7] healthcare
[5] startup
[5] 100daysofcode
[5] flutter

Top Words
Top Words in Tweet in Entire Graph:
[5154] pharma
[3564] big
[959] saitama
[696] misinformed
[604] die
[523] industry
[518] health
[490] major
[485] bill
[457] two

Top Words in Tweet in G1:
[643] pharma
[252] big
[135] #pharma
[79] nifty
[69] more
[38] sa
[38] covid
[37] drug
[36] 2021
[35] die

Top Words in Tweet in G2:
[363] bill
[357] rashidatlaib
[352] going
[351] sell
[351] district
[351] written
[351] fossil
[351] fuel
[351] industry
[351] championed

Top Words in Tweet in G3:
[954] saitama
[666] big
[290] between
[290] november
[290] 13th
[262] pharma
[240] saitamaguru1
[235] inusaitama
[232] packsaitamawolf
[232] jose36661435

Top Words in Tweet in G4:
[690] misinformed
[349] draseemmalhotra
[347] health
[345] breaking
[345] overmedicated
[345] population
[345] major
[345] public
[345] crisis
[345] epidemic

Top Words in Tweet in G5:
[330] pharma
[317] big
[157] très
[153] bas
[148] philippe
[136] dreslincourt
[132] sénateur
[131] qu'il
[130] lié
[129] lr

Top Words in Tweet in G6:
[182] pharma
[109] big
[74] sinema
[68] donwinslow
[60] yahoo
[56] kyrsten
[56] acting
[55] ally
[55] seem
[55] very

Top Words in Tweet in G7:
[176] protect
[159] pharma
[153] big
[127] young
[90] world
[88] precious
[88] innocent
[88] children
[88] belong
[88] government

Top Words in Tweet in G8:
[276] die
[141] pharma
[60] tobt
[52] menschen
[51] ja
[51] millionen
[51] medien
[51] wollen
[50] lüge
[50] durchschaut

Top Words in Tweet in G9:
[79] johnboweactor
[78] people
[77] jabs
[77] children
[76] expressing
[76] astonishment
[76] disgust
[76] speed
[76] manner
[76] fda

Top Words in Tweet in G10:
[42] pharma
[33] #pharma
[15] roche
[15] #drugdiscovery
[13] merck
[12] uk
[11] drug
[10] ceo
[10] manufacturing
[10] innovation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2868] big,pharma
[402] fossil,fuel
[384] fuel,industry
[363] going,sell
[363] sell,district
[363] district,bill
[363] bill,written
[363] written,fossil
[363] industry,championed
[363] championed,two

Top Word Pairs in Tweet in G1:
[210] big,pharma
[22] #jobs,#pharma
[21] #pharma,#hiring
[17] sa,pharma
[16] pharma,companies
[11] nifty,pharma
[10] pharma,industry
[10] pharma,big
[10] #pharma,#biotech
[9] ajanta,pharma

Top Word Pairs in Tweet in G2:
[351] going,sell
[351] sell,district
[351] district,bill
[351] bill,written
[351] written,fossil
[351] fossil,fuel
[351] fuel,industry
[351] industry,championed
[351] championed,two
[350] rashidatlaib,going

Top Word Pairs in Tweet in G3:
[290] between,november
[290] november,13th
[290] saitama,big
[289] 13th,saitama
[259] big,pharma
[232] packsaitamawolf,inusaitama
[232] inusaitama,jose36661435
[231] saitamaguru1,packsaitamawolf
[231] jose36661435,couple
[231] couple,hints

Top Word Pairs in Tweet in G4:
[345] breaking,overmedicated
[345] overmedicated,population
[345] population,major
[345] major,public
[345] public,health
[345] health,crisis
[345] crisis,epidemic
[345] epidemic,misinformed
[345] misinformed,doctors
[345] doctors,misinformed

Top Word Pairs in Tweet in G5:
[316] big,pharma
[148] philippe,bas
[128] sénateur,influent
[128] influent,lr
[128] lr,philippe
[128] bas,très
[128] très,lié
[128] lié,big
[128] pharma,rend
[128] rend,leurs

Top Word Pairs in Tweet in G6:
[97] big,pharma
[55] kyrsten,sinema
[55] sinema,acting
[55] acting,pharma
[55] pharma,ally
[55] ally,seem
[55] seem,very
[55] very,mavericky
[55] mavericky,yahoo
[53] donwinslow,kyrsten

Top Word Pairs in Tweet in G7:
[153] big,pharma
[88] protect,precious
[88] precious,innocent
[88] innocent,young
[88] young,children
[88] children,belong
[88] belong,big
[88] pharma,world
[88] world,government
[88] government,complex

Top Word Pairs in Tweet in G8:
[86] die,pharma
[50] millionen,menschen
[50] menschen,die
[50] die,die
[50] pharma,lüge
[50] lüge,durchschaut
[50] durchschaut,viele
[50] viele,die
[50] die,medien
[50] medien,wollen

Top Word Pairs in Tweet in G9:
[76] people,expressing
[76] expressing,astonishment
[76] astonishment,disgust
[76] disgust,speed
[76] speed,manner
[76] manner,fda
[76] fda,passed
[76] passed,jabs
[76] jabs,children
[75] johnboweactor,people

Top Word Pairs in Tweet in G10:
[8] bill,anderson
[8] anderson,ceo
[7] drug,discovery
[6] innovation,access
[6] access,one
[6] one,meaningless
[6] meaningless,without
[6] without,bill
[6] ceo,roche
[6] roche,pharma

Top Replied-To
Top Replied-To in Entire Graph:
@hurtfull_pharma
@pharma_sucks
@sen_joemanchin
@key_pharma_fp
@berniesanders
@senatorsinema
@heatherr411
@karl_lauterbach
@kuttrapali26
@donwinslow

Top Replied-To in G2:
@berniesanders
@rashidatlaib
@pbhushan1
@realkanero
@cuberobssoul
@jj93622848

Top Replied-To in G3:
@yourpop8
@gate_io
@army_shiba
@kucoincom
@davidgokhshtein
@saitavader
@vrtrendfollower
@jan40983582
@talbarakharif
@billhuang688

Top Replied-To in G4:
@draseemmalhotra
@nbsaphiermd
@wildebeestguy
@nypost
@john_galt____
@gbnews
@g_diets_

Top Replied-To in G5:
@basphilippe
@corinnereverbel
@babar_le_rhino
@stephane_ravier
@elianecarrier
@clairlemon
@yvesbourdillon
@alainhoupert
@manygame3
@remangere

Top Replied-To in G6:
@sen_joemanchin
@senatorsinema
@donwinslow
@mittromney
@maddow
@kyrstensinema
@peefsmash
@lindyli
@reportsdanews
@angelamison2

Top Replied-To in G7:
@peterdaou
@davidsirota
@highlands1918
@emeraldrobinson
@brikeilarcnn
@richard38063916
@catturd2
@mrtitannwheels
@ahughesrealty

Top Replied-To in G8:
@karl_lauterbach
@katharina_munz
@noneprofet
@franzbranntwe10
@alpertolupo
@tom50973247
@sabinebr3
@zeitenspringer
@ulrikealbrech20
@herr_i_punkt

Top Replied-To in G9:
@lbc
@johnboweactor
@gbnews
@bstoleman
@esmeraldagrape
@talkradio
@bbcradiolondon
@bbclondonnews
@timesradio
@konigssohne

Top Replied-To in G10:
@roche_france
@gileadsciences
@isbsib
@idbssoftware
@novartis
@merck
@elvira28527230

Top Mentioned
Top Mentioned in Entire Graph:
@rashidatlaib
@draseemmalhotra
@saitamaguru1
@inusaitama
@jose36661435
@packsaitamawolf
@dreslincourt
@anonynec
@kksheld
@johnboweactor

Top Mentioned in G1:
@futuramedia_
@sercomex_pharma
@stigmabase
@tortoricaurelio
@complyapplyjobs
@pharmaexcipient
@w_m3d
@ymariecarter
@eeco2_energy
@ahranilogan

Top Mentioned in G2:
@rashidatlaib
@coribush
@berniesanders
@salon
@ilhanmn
@pbhushan1
@a12b3c4d_5
@b_abhijit
@timothynerozzi
@asdphd

Top Mentioned in G3:
@saitamaguru1
@inusaitama
@jose36661435
@packsaitamawolf
@saitamadiva
@anicryptos
@patil21318
@jakegagain
@bro2pro143
@saitavader

Top Mentioned in G4:
@draseemmalhotra
@gbnews
@jonnyhodl
@saikatghosh90
@nigel_farage
@nicecomms
@nhsuk
@cdcgov
@nih
@us_fda

Top Mentioned in G5:
@dreslincourt
@dubreuilhmarcel
@youtube
@artefr
@babar_le_rhino
@philippe_barthe
@zenon71647295
@basphilippe
@lemediaen442
@violaineguerin

Top Mentioned in G6:
@donwinslow
@yahoo
@senatorsinema
@caslernoel
@potus
@sen_joemanchin
@sandibachom
@kyrstensinema
@rashidatlaib
@westonjk

Top Mentioned in G7:
@kksheld
@emeraldrobinson
@bethanycherisse
@premierbhiggs
@ahughesrealty
@mrtitannwheels
@rmconservative
@veritas1012
@jogabonito888
@sen_joemanchin

Top Mentioned in G8:
@thereal32492440
@katharina_munz
@zeitenspringer
@karl_lauterbach
@jurapossi
@eisenstein_von
@taximen67
@wohlfahrt17
@hieristlisa
@ultrakaerl

Top Mentioned in G9:
@johnboweactor
@666oldcodger
@garretkramer
@maajidnawaz
@draseemmalhotra
@bbchealth
@sanesceptic
@mrmarkdolan
@bbcnewsnight
@deb_cohen

Top Mentioned in G10:
@merck
@roche
@medspatentpool
@stephenjwillia2
@versusarthritis
@gsk
@_timos_
@pharma_bi
@astrazeneca
@pharmaphorum

Top Tweeters
Top Tweeters in Entire Graph:
@tokoroten510
@chidambara09
@tommybrain
@phildecarolis
@gambiste1
@moonbootica
@pparzival
@jokottenweb
@rjber15
@crweworld

Top Tweeters in G1:
@jokottenweb
@crweworld
@tokkataro1
@marketcurrents
@newsfilterio
@flashalert_me
@stigmabase
@rankbookbot
@searchresume
@rclbd

Top Tweeters in G2:
@moonbootica
@7b73f39b85e1415
@yarosisnancy
@darrellpmwest
@tkysk8r
@egilstand
@edengatekeeper
@monkeyface__
@larramarr1980
@barricko_bama

Top Tweeters in G3:
@bsindia
@financialtimes
@gandhigoldy
@28delayslater
@charronelliott1
@ufc
@teslaownerssv
@davidgokhshtein
@invest_mutual
@sambitswaraj

Top Tweeters in G4:
@kedem2134
@nypost
@jjcwow
@richlin11a
@petermcc66
@renieriarts
@virgintalent
@amerix
@cwtchyq
@nickdecusa

Top Tweeters in G5:
@m2bliquis
@minilicorne69
@radiolondres6
@yvespdb
@laurent_daniel
@hussard3
@ln123champagne
@laybrosluc
@l_oranaise_
@jeanclaudepeyra

Top Tweeters in G6:
@reneevoicebrand
@nikitakitty
@winetast3r
@danskinnerart
@rizvisalim
@baalat1
@susan_borts
@mschleifer13
@rickimayhall
@nitenurse2

Top Tweeters in G7:
@tyrelle123
@domaine8_
@gloriapbuchanan
@dorunda
@texasgunsandoil
@gamecockssece
@donmcglashen
@furlicity
@lindaluvinlife1
@jaanbam

Top Tweeters in G8:
@loulan_7porta
@engelgert
@rhabarbeer
@besorgtebrgeri2
@markrudolph2701
@panpagan
@vonunter
@kytti70
@routeandswitch1
@straw_berry_ots

Top Tweeters in G9:
@teesvalleyvoice
@lewtonserena5
@iromg
@cole_davesc66
@johjohjoh12
@lbc
@steveg06322664
@ma_azucenag
@sully_utc
@elainecoulson58

Top Tweeters in G10:
@fluttbot
@thecuriousluke
@aprogrammerbot
@_trina_maria_
@the404code
@_timos_
@mksafdar
@bob_gamedev
@tv_hiec_chair
@lqventures


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