Pharma, Twitter, 12/21/2020 1:02:16 AM, 243779


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Pharma_2020-12-20_04-59-13.xlsx
Pharma_2020-12-20_04-59-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 21, 2020
Short Description:
Pharma via NodeXL https://bit.ly/3nIMjFy
@emmanuelmacron
@charivarii1
@borisjohnson
@ticerichard
@zanelalucio
@rickwoohan2
@freischarler
@realdonaldtrump
@patrick_edery
@piepony1

Top hashtags:
#pharma
#pharmiweb
#covid19
#jobs
#hiringnow
#healthcare
#biotech

Description:
Description
The graph represents a network of 9,155 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 Sunday, 20 December 2020 at 13:12 UTC.

The requested start date was Saturday, 19 December 2020 at 01:01 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, 2-hour, 25-minute period from Wednesday, 16 December 2020 at 10:09 UTC to Friday, 18 December 2020 at 12:35 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 : 9155
Unique Edges : 6012
Edges With Duplicates : 9238
Total Edges : 15250
Number of Edge Types : 5
Tweet : 2202
Mentions : 2893
Retweet : 3662
MentionsInRetweet : 4602
Replies to : 1891
Self-Loops : 2260
Reciprocated Vertex Pair Ratio : 0.0230815709969789
Reciprocated Edge Ratio : 0.0451216631230806
Connected Components : 2230
Single-Vertex Connected Components : 924
Maximum Vertices in a Connected Component : 2953
Maximum Edges in a Connected Component : 6126
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 10.27781
Graph Density : 0.000101020382228384
Modularity : 0.58655
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 9,155 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 Sunday, 20 December 2020 at 13:12 UTC.

The requested start date was Saturday, 19 December 2020 at 01:01 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, 2-hour, 25-minute period from Wednesday, 16 December 2020 at 10:09 UTC to Friday, 18 December 2020 at 12:35 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:
[313] https://www.lifesitenews.com/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead
[42] https://digitalhealthcareworldcongress.com/
[36] https://www.youtube.com/watch?v=IfwBhncDI0o&feature=youtu.be

[32] https://www.nytimes.com/2020/12/17/opinion/covid-vaccine-big-pharma.html
[27] https://www.lifesitenews.com/mobile/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead?__twitter_impression=true
[25] https://valor.globo.com/empresas/noticia/2020/12/16/biontech-e-fosun-pharma-vao-fornecer-100-milhoes-de-doses-de-vacina-a-china.ghtml
[22] https://learntherisk.org/
[21] https://joyce-kamen.medium.com/dr-pierre-kory-to-major-u-s-media-we-do-not-have-months-thousands-are-dying-every-day-4398dceaf0c3
[20] https://www.nytimes.com/2020/12/17/opinion/covid-vaccine-big-pharma.html?referringSource=articleShare
[20] https://www.nytimes.com/2020/12/17/opinion/covid-vaccine-big-pharma.html?smid=tw-share

Top URLs in Tweet in G1:
[35] https://www.lifesitenews.com/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead
[9] https://valor.globo.com/empresas/noticia/2020/12/16/biontech-e-fosun-pharma-vao-fornecer-100-milhoes-de-doses-de-vacina-a-china.ghtml
[9] https://www.npr.org/2020/12/17/947064266/sacklers-to-face-house-panel-over-purdue-pharma-oxycontin-sales
[9] https://www.nytimes.com/2020/12/17/opinion/covid-vaccine-big-pharma.html
[9] https://www.theguardian.com/us-news/2020/dec/17/sackler-family-purdue-pharma-congressional-hearing-apology
[8] https://www.nytimes.com/2020/12/17/opinion/covid-vaccine-big-pharma.html?smid=tw-share
[8] https://www.instagram.com/accounts/login/
[7] https://pharmazine.pharmamkt.net/featured-report/
[6] https://www.lifesitenews.com/mobile/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead?__twitter_impression=true
[5] https://www.streetinsider.com/Investor+Brand+Network/BioMedNewsBreaks+%E2%80%93+GC+Pharma%E2%80%99s+Promising+Research,+Shincheonji+Church+Plasma+Drive+Offer+Ray+of+Hope+for+Latin+American+COVID-19+Patients/17710516.html

Top URLs in Tweet in G2:
[3] https://www.lifesitenews.com/news/accomplished-pharma-prof-thrown-in-psych-hospital-after-questioning-official-covid-narrative
[3] https://twitter.com/Ruptly/status/1339511798551207936
[1] https://www.who.int/news/item/14-12-2020-who-information-notice-for-ivd-users
[1] https://www.lifesitenews.com/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead
[1] https://twitter.com/robinmonotti/status/1339856537288925186
[1] https://www.lifesitenews.com/mobile/news/accomplished-pharma-prof-thrown-in-psych-hospital-after-questioning-official-covid-narrative?__twitter_impression=true
[1] https://twitter.com/Kevin_McKernan/status/1339093661200605185
[1] https://twitter.com/DDawgly/status/1339152188577341440?s=20
[1] https://www.thetimes.co.uk/article/who-chief-tedros-adhanom-ghebreyesus-may-face-genocide-charges-2fbfz7sff

Top URLs in Tweet in G3:
[6] https://www.lematin.ch/story/la-pharma-suisse-fournit-de-la-chloroquine-gratuite-103050583655
[1] https://twitter.com/Fregono/status/1339846240385847298

Top URLs in Tweet in G4:
[60] https://www.lifesitenews.com/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead
[36] https://www.youtube.com/watch?v=IfwBhncDI0o&feature=youtu.be

[16] https://learntherisk.org/
[2] https://investors.biontech.de/news-releases/news-release-details/biontech-and-fosun-pharma-supply-china-mrna-based-covid-19
[1] https://www.youtube.com/watch?v=5ckDyDZuwPE&feature=youtu.be

[1] https://tkp.at/2020/12/16/erstaunlich-parlamente-lehnen-gesundheitsschutz-durch-prophylaxe-ab/
[1] https://twitter.com/GtzFrmming/status/1339240011145900032
[1] https://www.wochenblick.at/rechtsanwalt-belegt-ohne-pcr-test-keine-pandemie/
[1] https://www.rubikon.news/artikel/der-pharma-insider
[1] https://twitter.com/PetahJane/status/1338705082339082242

Top URLs in Tweet in G5:
[20] https://joyce-kamen.medium.com/dr-pierre-kory-to-major-u-s-media-we-do-not-have-months-thousands-are-dying-every-day-4398dceaf0c3
[2] https://childrenshealthdefense.org/defender/yes-bill-gates-said-that/
[1] https://www.youtube.com/watch?v=fuTXlCGjqMc&feature=youtu.be

[1] https://twitter.com/breitbartlondon/status/1339521973433618432
[1] https://twitter.com/simondolan/status/1339481077170249730
[1] https://twitter.com/WRabbhit/status/1339110406065893376
[1] https://twitter.com/LGcommaI/status/1338954407610871808?s=19
[1] http://vaccinesafetycommission.org/pdfs/McKinlay%201977.pdf
[1] https://www.youtube.com/watch?v=TY-vLrz9XCc

[1] https://health.economictimes.indiatimes.com/news/pharma/antiviral-drug-molnupiravir-blocks-covid-19-virus-within-24-hours-study/79583150

Top URLs in Tweet in G6:
[2] https://www.lifesitenews.com/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead
[2] https://www.bmj.com/content/369/bmj.m2378
[2] https://www.youtube.com/watch?v=0TPLyy0i2lw&feature=youtu.be

[1] https://www.theguardian.com/us-news/2020/dec/17/sackler-family-purdue-pharma-congressional-hearing-apology?CMP=fb_gu&utm_medium=Social&utm_source=Facebook&fbclid=IwAR0Dn3cpGj3_zWN_L0oefBj2CsoI9ZryoUxYUNAFjGPMg_GZHYyRh3BtLSE#Echobox=1608240652
[1] https://www.healthnutnews.com/recap-on-my-unintended-series-the-holistic-doctor-deaths//
[1] https://twitter.com/Herhealthynews/status/1339891524180520960
[1] https://www.lifesitenews.com/news/founder-of-vaccine-safety-website-ex-pharma-insider-found-dead?fbclid=IwAR1QBKeDpg9wDAnaCXyUr9P_FzmhUzNhmNu1YLjFJ1hlnp3m3ESMOuBY630
[1] https://www.newsmax.com/newsfront/pfizer-china-vaccine/2020/12/16/id/1001907/
[1] https://www.youtube.com/watch?v=czC0qbIU6EU

[1] https://investors.biontech.de/de/news-releases/news-release-details/biontech-und-fosun-pharma-arbeiten-gemeinsam-der-entwicklung

Top URLs in Tweet in G7:
[1] https://twitter.com/jasonhickel/status/1338901070047809538

Top URLs in Tweet in G8:
[1] https://twitter.com/europe1/status/1339835297337663489
[1] https://twitter.com/Krieger66362259/status/1338756300780482560
[1] https://www.eurosfordocs.fr
[1] https://cap-emancipation.com/big-pharma/

Top URLs in Tweet in G9:
[2] https://twitter.com/AcadPharm/status/1339120230577156096
[2] https://www.youtube.com/watch?v=ojPi9vjVZF0&t=48s

[1] https://www.dailymotion.com/video/x7y5b4s
[1] https://twitter.com/reseau_crpv/status/1339849614804054017
[1] https://twitter.com/FlBontemps/status/1339480632100044801
[1] https://www.pasteur.fr/fr/espace-presse/documents-presse/etude-comcor-lieux-contamination-au-sars-cov-2-ou-francais-s-infectent-ils
[1] https://twitter.com/sfspo_fr/status/1339144093054750723
[1] https://www.pharmaradio.fr/podcast/pharmanews/les-pharmanews-de-raphaelle-bartet-6811
[1] https://drive.google.com/file/d/1rQTWeZrqR77oOcs3p0CoKxo-rz8grMAs/view
[1] https://twitter.com/Pharma_ANEPF/status/1339497718226546688

Top URLs in Tweet in G10:
[2] https://lecourrierdesstrateges.fr/2020/11/24/le-mr-vaccin-du-gouvernement-etait-le-lobbyiste-du-big-pharma/
[1] https://twitter.com/CarluEcolo/status/1339853125964980225
[1] https://twitter.com/DentTri1/status/1339848282823135233
[1] https://twitter.com/aphp/status/1339581470608801794
[1] https://twitter.com/GaumontRene/status/1339204334198923265
[1] https://maltraites-ledoc.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[396] lifesitenews.com
[301] twitter.com
[157] pharmiweb.jobs
[119] youtube.com
[89] nytimes.com
[58] theguardian.com
[57] co.uk
[44] co.jp
[42] digitalhealthcareworldcongress.com
[31] pharmiweb.com

Top Domains in Tweet in G1:
[103] twitter.com
[58] lifesitenews.com
[39] pharmiweb.jobs
[32] nytimes.com
[30] theguardian.com
[16] linkedin.com
[16] musclemindsportsnutrition.com
[15] ujf-grenoble.fr
[13] npr.org
[11] co.uk

Top Domains in Tweet in G2:
[6] twitter.com
[5] lifesitenews.com
[1] who.int
[1] co.uk

Top Domains in Tweet in G3:
[6] lematin.ch
[1] twitter.com

Top Domains in Tweet in G4:
[60] lifesitenews.com
[37] youtube.com
[16] learntherisk.org
[2] twitter.com
[2] biontech.de
[1] tkp.at
[1] wochenblick.at
[1] rubikon.news
[1] corona-transition.org
[1] vitamind4all.org

Top Domains in Tweet in G5:
[20] medium.com
[5] twitter.com
[2] youtube.com
[2] childrenshealthdefense.org
[1] vaccinesafetycommission.org
[1] indiatimes.com
[1] co.uk
[1] theguardian.com
[1] sott.net

Top Domains in Tweet in G6:
[3] twitter.com
[3] lifesitenews.com
[3] youtube.com
[2] bmj.com
[1] theguardian.com
[1] healthnutnews.com
[1] newsmax.com
[1] biontech.de
[1] aljazeera.com
[1] bbc.com

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

Top Domains in Tweet in G8:
[2] twitter.com
[1] eurosfordocs.fr
[1] cap-emancipation.com

Top Domains in Tweet in G9:
[8] twitter.com
[2] youtube.com
[1] dailymotion.com
[1] pasteur.fr
[1] pharmaradio.fr
[1] google.com
[1] sante.fr
[1] revuepharma.fr

Top Domains in Tweet in G10:
[4] twitter.com
[2] lecourrierdesstrateges.fr
[1] maltraites-ledoc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[552] pharma
[179] pharmiweb
[154] covid19
[154] jobs
[107] hiringnow
[90] healthcare
[79] biotech
[66] lifesciences
[55] dddd
[51] ai



Top Hashtags in Tweet in G1:
[163] pharma
[38] jobs
[37] pharmiweb
[32] hiring
[20] covid19
[18] healthcare
[15] biotech
[13] lifesciences
[10] coronavirus
[10] belgium

Top Hashtags in Tweet in G2:
[3] fourtillan
[2] covid
[2] covid19
[1] pasteur
[1] biology
[1] contagious
[1] diseases
[1] vaccination
[1] psychiatric
[1] hospital

Top Hashtags in Tweet in G3:
[4] hydroxychloroquine
[2] covid19
[1] hydrocloroxine
[1] vaccine

Top Hashtags in Tweet in G4:
[8] spahn
[8] gates
[8] biontech
[8] pfizer
[8] stayhome
[8] triage
[1] brandyvaughan
[1] covid_19
[1] verbrechen
[1] menschlichkeit

Top Hashtags in Tweet in G5:
[3] greatreset
[2] covid19
[1] nwo
[1] covidhoax
[1] wild
[1] ride
[1] pcrgate

Top Hashtags in Tweet in G6:
[1] trumpwon
[1] newsmax
[1] theresistance
[1] trumpvaccine
[1] grifterinchief
[1] ripgop
[1] republicansaretheproblem
[1] byedon
[1] hcq
[1] covid19

Top Hashtags in Tweet in G8:
[6] blachier
[5] thread
[4] marty
[3] bigpharma
[1] arnm

Top Hashtags in Tweet in G9:
[11] médecine
[11] pharmacie
[8] officine
[5] covid19
[5] etuatbr
[4] antibiorésistance
[3] pharmacoquiz
[3] teampharma
[3] antibioresistance
[2] pharmatoctoc

Top Hashtags in Tweet in G10:
[3] professeurperonne
[1] bigpharma
[1] thread

Top Words
Top Words in Tweet in Entire Graph:
[4954] pharma
[2103] big
[858] vaccine
[593] pcr
[571] more
[552] #pharma
[536] covid
[448] people
[372] testing
[335] risk

Top Words in Tweet in G1:
[848] pharma
[215] big
[163] #pharma
[99] vaccine
[88] covid
[65] more
[59] 19
[51] sa
[43] vaccines
[42] china

Top Words in Tweet in G2:
[533] pcr
[273] ticerichard
[270] testing
[268] more
[266] using
[265] fiasco
[265] states
[265] elevated
[265] risk
[265] false

Top Words in Tweet in G3:
[278] pharma
[259] suisse
[144] big
[140] tous
[133] non
[132] criminel
[132] par
[130] chloroquine
[130] véran
[129] fournit

Top Words in Tweet in G4:
[129] pharma
[114] die
[92] brandy
[92] vaughan
[77] aufgefunden
[76] tot
[75] grund_gesetzt
[75] sohn
[73] whistleblowerin
[73] dezember

Top Words in Tweet in G5:
[106] pharma
[64] big
[53] experimental
[48] money
[44] vax
[42] vaccine
[34] fda
[33] follow
[33] issue
[33] eua

Top Words in Tweet in G6:
[72] pharma
[59] big
[40] 'china'
[40] 'pharma'
[32] realdonaldtrump
[30] pays
[30] 'democrats'
[22] usa
[20] vaccine
[20] 'usa'

Top Words in Tweet in G7:
[135] pharma
[134] jasonhickel
[132] death
[131] decision
[131] sentence
[131] hundreds
[131] thousands
[131] people
[131] enable
[131] corporations

Top Words in Tweet in G8:
[92] qu
[86] injecter
[85] gacciob
[84] heu
[84] peut
[84] être
[84] pro
[84] vaccin
[84] demander
[84] truc

Top Words in Tweet in G9:
[26] pharma_anepf
[16] l'
[16] anemf
[13] recours
[13] étudiants
[11] ont
[11] challengé
[11] leurs
[11] réseaux
[11] #médecine

Top Words in Tweet in G10:
[48] pharma
[43] big
[16] olivierveran
[16] cavousf5
[11] gaumontrene
[10] ce
[9] vaccin
[9] drmartyufml
[8] martinhirsch
[8] professeur

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1901] big,pharma
[294] false,positive
[292] risk,false
[292] positive,results
[291] states,elevated
[291] elevated,risk
[291] results,testing
[289] more,pcr
[289] pcr,fiasco
[289] fiasco,states

Top Word Pairs in Tweet in G1:
[183] big,pharma
[55] covid,19
[37] #jobs,#pharma
[36] fosun,pharma
[34] purdue,pharma
[32] #pharma,#hiring
[27] sa,pharma
[26] pharma,insider
[25] vaccine,safety
[25] found,dead

Top Word Pairs in Tweet in G2:
[266] using,pcr
[265] more,pcr
[265] pcr,fiasco
[265] fiasco,states
[265] states,elevated
[265] elevated,risk
[265] risk,false
[265] false,positive
[265] positive,results
[265] results,testing

Top Word Pairs in Tweet in G3:
[144] big,pharma
[129] pharma,suisse
[129] suisse,fournit
[129] fournit,chloroquine
[129] chloroquine,gratuite
[129] gratuite,géant
[129] géant,novartis
[129] novartis,l'entreprise
[129] l'entreprise,mepha
[129] mepha,suisse

Top Word Pairs in Tweet in G4:
[92] brandy,vaughan
[76] tot,aufgefunden
[75] sohn,tot
[73] pharma,whistleblowerin
[73] whistleblowerin,brandy
[73] vaughan,sohn
[73] aufgefunden,dezember
[73] dezember,2019
[73] 2019,gepostet
[72] grund_gesetzt,pharma

Top Word Pairs in Tweet in G5:
[52] big,pharma
[33] follow,money
[33] fda,issue
[33] issue,eua
[33] eua,experimental
[33] experimental,vaccine
[32] vaccine,therapy
[32] therapy,exists
[31] money,fda
[26] exists,pretend

Top Word Pairs in Tweet in G6:
[50] big,pharma
[19] 'pharma','pharma'
[11] usa,usa
[10] 'china',made'
[10] made',covid'
[10] 'usa',pays
[10] pays,'pharma'
[10] 'pharma',makes
[10] 'china',owns
[10] owns,'pharma'

Top Word Pairs in Tweet in G7:
[131] decision,death
[131] death,sentence
[131] sentence,hundreds
[131] hundreds,thousands
[131] thousands,people
[131] people,enable
[131] enable,pharma
[131] pharma,corporations
[130] jasonhickel,decision
[130] corporations,profitee

Top Word Pairs in Tweet in G8:
[84] heu,peut
[84] peut,être
[84] être,pro
[84] pro,vaccin
[84] vaccin,demander
[84] demander,truc
[84] truc,mis
[84] mis,point
[84] point,six
[84] six,mois

Top Word Pairs in Tweet in G9:
[13] l',anemf
[12] anemf,pharma_anepf
[11] pharma_anepf,ont
[11] ont,challengé
[11] challengé,leurs
[11] leurs,réseaux
[11] réseaux,étudiants
[11] étudiants,#médecine
[11] #médecine,#pharmacie
[11] #pharmacie,hackathon

Top Word Pairs in Tweet in G10:
[42] big,pharma
[8] olivierveran,cavousf5
[8] cavousf5,drmartyufml
[7] soumission,pression
[7] pression,big
[7] pharma,excellente
[7] excellente,professeur
[7] professeur,éric
[7] éric,caumes
[7] caumes,hôpital

Top Replied-To
Top Replied-To in Entire Graph:
@hurtfull_pharma
@pharma_sucks
@idg_pharma
@vt_pharma
@mikeb11235
@twmizore
@umztymz2020
@bmg_bund
@emoo_pharma
@realdonaldtrump

Top Replied-To in G2:
@ticerichard
@robinmonotti
@robertpernod
@no_great_reset
@denisrancourt
@paul66153553
@f_philippot
@reasonoverfear
@stockbtctrader
@hln_be

Top Replied-To in G3:
@idg_pharma
@yingyan09591940
@spolochon
@nicolas_berre
@lo57855744
@bentatoo31
@anthropolegiste
@tocsheldontoc
@supervroo
@revad09

Top Replied-To in G4:
@bmg_bund
@markus_soeder
@wdraktuell
@welt
@merkur_de
@morgenmagazin
@jensspahn
@br24
@grund_gesetzt
@csu

Top Replied-To in G5:
@simondolan
@nadinedorries
@breesanna
@jimcorrsays
@johnfly76544564
@doqholliday
@michaelyeadon3
@fatemperor
@isitme19
@bobscartoons

Top Replied-To in G6:
@realdonaldtrump
@legendaryenergy
@newsmax
@realcandaceo
@jamesal07875130
@zev_dr
@marklevinshow
@reuters
@jay_beecher
@j34el

Top Replied-To in G7:
@jasonhickel

Top Replied-To in G8:
@bwieden13
@gacciob
@jeremymanesse

Top Replied-To in G9:
@ordre_pharma
@omedit_ara
@arthur_piraux
@cosmetexpert
@flbontemps
@anemf
@idg_pharma

Top Replied-To in G10:
@olivierveran
@cavousf5
@aphp
@marielebec78
@osterelizabeth1
@fzores
@lemondefr
@martinhirsch
@alexandra_gros
@cibledu

Top Mentioned
Top Mentioned in Entire Graph:
@ticerichard
@charivarii1
@jasonhickel
@patrick_edery
@brasilwire
@gacciob
@grund_gesetzt
@majorpatriot
@1naasty
@briebriejoy

Top Mentioned in G1:
@futuramedia_
@hopenothate5
@glemaitre3
@noelletmd
@thenwoisherenow
@adriana64905099
@rogistics
@krulayar
@connielnash
@getreskilled

Top Mentioned in G2:
@ticerichard
@robinmonotti
@benjaminpd23
@hall_roger
@kindridspirits
@denisrancourt
@tomstweets01
@_reviveyourself
@seadoc
@dreslincourt

Top Mentioned in G3:
@charivarii1
@patrick_edery
@quackfighter
@raoult_didier
@idg_pharma
@roger_toulouse
@yvespdb
@monparnal
@anaplastique
@yingyan09591940

Top Mentioned in G4:
@grund_gesetzt
@swissark
@jensspahn
@myhamster_1
@diana39643283
@jonnyca9
@biontech_group
@compactmagazin
@pfmayer
@bb72760816

Top Mentioned in G5:
@piepony1
@fatemperor
@matthancock
@borisjohnson
@ticerichard
@mailonline
@michaelyeadon3
@juliahb1
@riseupmelbourne
@co_immunity_

Top Mentioned in G6:
@realdonaldtrump
@tuckercarlson
@reuters
@zev_dr
@vincentcrypt46
@legendaryenergy
@flotus
@llinwood
@briankempga
@realcandaceo

Top Mentioned in G7:
@jasonhickel
@m_of_starlight
@nimist1
@comradesipho
@justicemalala

Top Mentioned in G8:
@gacciob
@malopedia
@docteurgonzo4
@bwieden13
@dumeilleur64
@charivarii1
@socrate1231
@illumireptilien
@3r1cv01n
@kitty_maggy

Top Mentioned in G9:
@pharma_anepf
@anemf
@leemfrance
@acadpharm
@ordre_pharma
@publicsenat
@sfspo_fr
@valentin_anepf
@minsolisante
@ordre_medecins

Top Mentioned in G10:
@olivierveran
@cavousf5
@gaumontrene
@drmartyufml
@martinhirsch
@germainelafran1
@mesnierthomas
@jfeliaou
@khattabif
@agenetet

Top Tweeters
Top Tweeters in Entire Graph:
@esquireattire
@jstlangevin
@blabalade
@robre62
@peruenlanoticia
@chidambara09
@united
@jacekwierzbicki
@phillip92321
@meruemgi

Top Tweeters in G1:
@esquireattire
@jacekwierzbicki
@cnbctv18live
@dlasamericas
@jimdwrench
@alaskarebel
@searchresume
@stocktexts
@marketstodays
@oneindia

Top Tweeters in G2:
@wardj15
@lewtonserena5
@grancake
@kheatherbrown
@horshamgardener
@rospay15
@hln_be
@wisteriawitch
@johndmtb
@oldbid45

Top Tweeters in G3:
@blabalade
@m2bliquis
@lunace2pama
@lagrosta
@rosyjour
@viralvideovlogs
@libertaire10
@fleur2108
@franckylarafale
@mazenod10

Top Tweeters in G4:
@elkepoley
@welt
@buntewelt1966
@derspiegel
@tagesschau
@safi_sy
@nocki61
@sz
@kpropcroy
@br24

Top Tweeters in G5:
@thesun
@mailonline
@bulldog665
@loulan_777
@dailymailuk
@2tweetaboutit
@iromg
@peterjukes
@tornadonewslink
@geodannew

Top Tweeters in G6:
@reuters
@huffpost
@foxnews
@ap
@ciamurray9
@breitbartnews
@esselena
@mrstache9
@drystonesonnet
@newsmax

Top Tweeters in G7:
@marthalynneowe1
@chriskirouac
@sydnets
@semilocon
@blvckexcellence
@izzykamikaze
@nazkebab77
@vruz
@joomyjum
@beijo11

Top Tweeters in G8:
@radiolondres6
@1001portails_fr
@wolinskim
@kitty_maggy
@wimocean
@veroniqueperrot
@lcerceuil
@endebout
@leothelast07
@flydeck60

Top Tweeters in G9:
@fraslin
@publicsenat
@antoine_anepf
@sophie_g86
@bluesky49753670
@stockh_ol_m
@viraust
@cfa_xoff
@feimaediteurs
@cfecgcsag

Top Tweeters in G10:
@docarnica
@lapin47
@lemondefr
@npommeret
@talullabellefle
@lehmanndrc
@delamare41
@diab0l029
@le___doc
@betramaurice


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