Pharma, Twitter, 11/29/2020 7:57:21 PM, 242387


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Pharma_2020-11-28_04-59-13.xlsx
Pharma_2020-11-28_04-59-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2020
Short Description:
Pharma via NodeXL https://bit.ly/3o5eiij
@rbreich
@utobian
@electronjohnny
@astrazeneca
@joebiden
@realdonaldtrump
@youtube
@silvano_trotta
@kloeffler
@amymincey7

Top hashtags:
#pharma
#vaccine
#covid
#covid19
#patents
#biotech
#healthcare
#vaccines
#ai

Description:
Description
The graph represents a network of 10,191 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, 28 November 2020 at 13:10 UTC.

The requested start date was Saturday, 28 November 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, 1-hour, 14-minute period from Wednesday, 25 November 2020 at 22:15 UTC to Friday, 27 November 2020 at 23:29 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 : 10191
Unique Edges : 7656
Edges With Duplicates : 10509
Total Edges : 18165
Number of Edge Types : 5
Retweet : 4075
MentionsInRetweet : 5936
Replies to : 2104
Mentions : 4390
Tweet : 1660
Self-Loops : 1732
Reciprocated Vertex Pair Ratio : 0.0183908045977011
Reciprocated Edge Ratio : 0.036117381489842
Connected Components : 2127
Single-Vertex Connected Components : 880
Maximum Vertices in a Connected Component : 4065
Maximum Edges in a Connected Component : 9912
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 8.23876
Graph Density : 0.000106648008320759
Modularity : 0.620752
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 10,191 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, 28 November 2020 at 13:10 UTC.

The requested start date was Saturday, 28 November 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, 1-hour, 14-minute period from Wednesday, 25 November 2020 at 22:15 UTC to Friday, 27 November 2020 at 23:29 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:
[54] https://pjmedia.com/news-and-politics/matt-margolis/2020/11/27/johns-hopkins-study-saying-covid-19-has-relatively-no-effect-on-deaths-in-u-s-deleted-after-publication-n1178930
[35] https://www.reuters.com/article/health-coronavirus-vaccines-ifpma-idUSKBN2871UJ?taid=5fc1503e98701900016e3eed&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[19] https://www.reuters.com/article/health-coronavirus-vaccines-ifpma-idUSKBN2871UJ?taid=5fc17cbe98701900016e3fd8&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[18] https://www.salon.com/2020/11/27/our-worst-pre-existing-condition-big-pharma/
[18] https://www.lqventures.com/
[17] https://apnews.com/article/purdue-pharma-opioid-crisis-guilty-plea-5704ad896e964222a011f053949e0cc0
[14] https://lecourrierdesstrateges.fr/2020/11/24/le-mr-vaccin-du-gouvernement-etait-le-lobbyiste-du-big-pharma/
[13] https://newrepublic.com/article/160377/pharma-executives-profiting-covid-vaccine-press-releases
[12] https://www.theguardian.com/world/2020/nov/25/toronto-police-suspect-barry-honey-sherman?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1606343887
[11] https://twitter.com/i/events/1332309535537602564

Top URLs in Tweet in G1:
[11] https://twitter.com/i/events/1332309535537602564
[11] https://stockratings.blogspot.com/p/latest-breaking-stock-news.html
[6] https://twitter.com/dcexaminer/status/1331701223498649600
[6] https://www.reuters.com/article/health-coronavirus-vaccines-ifpma/ten-covid-19-vaccines-seen-by-mid-year-head-of-global-pharma-group-says-idUSKBN2871UJ
[5] https://apnews.com/article/purdue-pharma-opioid-crisis-guilty-plea-5704ad896e964222a011f053949e0cc0
[5] https://twitter.com/RBReich/status/1331731828739334145
[4] https://www.lemonde.fr/les-decodeurs/article/2020/11/26/big-pharma-que-pesent-les-grands-acteurs-de-l-industrie-du-medicament-et-des-vaccins_6061237_4355770.html
[4] https://oannes.gr/%cf%84%ce%bf-%ce%b7%ce%bc%ce%b5%cf%81%ce%bf%ce%bb%ce%bf%ce%b3%ce%b9%ce%bf-%cf%84%ce%bf%cf%85-captain-jerk-thu-26112020-1428-food-pharma-complex/
[3] https://www.instagram.com/accounts/login/
[3] https://rumormurmursbuzz.blogspot.com/p/breaking.html

Top URLs in Tweet in G2:
[4] https://www.reuters.com/article/uk-vifor-pharma-m-a-idUKKBN2871GB?taid=5fc13eab98701900016e3e98&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://oxfamus.medium.com/an-open-letter-to-president-elect-biden-acfb813549ab
[1] https://twitter.com/lovemovesyou/status/1332376149482221569
[1] https://twitter.com/cloudess/status/1173219755186098179?s=21
[1] https://twitter.com/rbreich/status/1331731828739334145

Top URLs in Tweet in G3:
[4] https://www.reuters.com/article/health-coronavirus-vaccines-ifpma-idUSKBN2871UJ?taid=5fc1503e98701900016e3eed&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://twitter.com/didikins4life/status/1332362786526130181
[1] https://warnockforgeorgia.com/
[1] https://www.nbcnews.com/business/business-news/oxycontin-maker-purdue-pharma-pleads-guilty-criminal-charges-n1248837
[1] https://twitter.com/Public_Citizen/status/1311380433939189760
[1] https://www.youtube.com/watch?v=arduwbwYB_w&feature=youtu.be


Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=_fS3KRnnH3w

[2] https://www.youtube.com/watch?v=wlJEGJvI1UA&feature=youtu.be

[2] https://twitter.com/richardgibb8/status/1332338464684171266
[1] https://www.dailymail.co.uk/news/article-8982933/Purdue-Pharma-pleads-guilty-today-criminal-charges-role-opioid-crisis.html
[1] https://twitter.com/stockbtctrader/status/1332437481799684100
[1] https://www.tampabay.com/news/florida-politics/2020/11/27/trumps-plan-to-import-drugs-into-us-and-florida-faces-legal-challenge/
[1] https://login.politicopro.com?redirect=https://subscriber.politicopro.com/article/2020/11/biden-team-looking-to-europe-on-drug-pricing-2021518
[1] https://twitter.com/seeerooz/status/1331721773382033414

Top URLs in Tweet in G5:
[47] https://pjmedia.com/news-and-politics/matt-margolis/2020/11/27/johns-hopkins-study-saying-covid-19-has-relatively-no-effect-on-deaths-in-u-s-deleted-after-publication-n1178930
[4] https://thehighwire.com/watch
[1] https://twitter.com/SulleyTruman/status/1332393887818723328
[1] https://linktr.ee/thehighwire
[1] https://www.nytimes.com/2020/11/25/business/coronavirus-vaccine-astrazeneca-oxford.html
[1] https://sandrarose.com/2020/11/food-stamps-rent-assistance-may-be-withheld-from-those-who-refuse-covid-19-vaccinations/
[1] https://www.medrxiv.org/content/10.1101/2020.10.30.20217364v2.full.pdf
[1] https://web.archive.org/web/20201126163323/https://www.jhunewsletter.com/article/2020/11/a-closer-look-at-u-s-deaths-due-to-covid-19
[1] https://twitter.com/latimes/status/1331727619377795080
[1] https://twitter.com/ianmSC/status/1332035534135259139

Top URLs in Tweet in G6:
[3] https://www.canadianmanufacturing.com/manufacturing/pharma-firm-sanofi-pasteur-to-build-500m-vaccine-manufacturing-plant-in-toronto-211466/
[2] https://www.narcity.com/en-ca/news/ottawa/jagmeet-singh-says-trudeau-sided-with-big-pharma-has-no-plan-for-covid19-vaccines?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/wjashby1/status/1332451148108849154
[1] https://beta.ctvnews.ca/national/coronavirus/2020/11/25/1_5204040.amp.html
[1] https://canadiandimension.com/articles/view/how-privatization-poses-an-existential-threat-to-canadas-public-wealth
[1] https://secure.avaaz.org/campaign/en/share_the_covid_vaccine/?wlyDqnb
[1] https://twitter.com/CTVNews/status/1331655167171825667
[1] https://www.irishtimes.com/business/health-pharma/ireland-plays-central-role-in-covid-vaccine-delivery-1.4413011
[1] https://twitter.com/RAREinnovators/status/1331988701640056840
[1] http://innovativemedicines.ca/statement-covid-19-vaccine/

Top URLs in Tweet in G7:
[11] https://twitter.com/biobiobiobioc/status/1331929541728727040?s=19&fbclid=IwAR2ARAxWbI5XhFfv5nkB3D15ikqAbTgXI0BUwkYcS4Xn51fcq3eYtY13yQM
[11] https://www.youtube.com/watch?v=SQXG1hKb1jI&feature=youtu.be

[6] https://lecourrierdesstrateges.fr/2020/11/24/le-mr-vaccin-du-gouvernement-etait-le-lobbyiste-du-big-pharma/
[2] https://www.youtube.com/watch?v=lrE3Ej_y3ck&feature=youtu.be

[1] https://www.youtube.com/watch?v=SB68BMDXexM&feature=youtu.be

[1] https://actu.orange.fr/societe/videos/le-president-de-sanofi-france-assure-ne-plus-financer-l-institut-du-pr-didier-raoult-CNT000001pw7Mo.html
[1] https://www.youtube.com/watch?v=9jEGizsmKLg&feature=youtu.be

[1] https://twitter.com/EmmanuelMacron/status/1332404195677392897
[1] https://www.youtube.com/watch?v=w42WMkl3CoU&feature=youtu.be

[1] https://apnews.com/article/purdue-pharma-opioid-crisis-guilty-plea-5704ad896e964222a011f053949e0cc0

Top URLs in Tweet in G8:
[3] https://pjmedia.com/news-and-politics/matt-margolis/2020/11/27/johns-hopkins-study-saying-covid-19-has-relatively-no-effect-on-deaths-in-u-s-deleted-after-publication-n1178930
[2] https://www.puretruth.co.uk/blog/the-great-covid-33-reset-agenda-part-two-wealth-over-health
[1] https://www.youtube.com/watch?v=gwN8C6e1Kec

[1] https://en.wikipedia.org/wiki/MRC-5
[1] https://www.youtube.com/watch?v=2MpHKPZLaqw&feature=youtu.be

[1] https://twitter.com/HighWireTalk/status/1332036426871914496

Top URLs in Tweet in G9:
[3] https://archive.org/details/the-scam-has-been-confirmed-pcr-does-not-detect-sars-cov-2/page/n9/mode/2up
[2] https://pharmaphorum.com/news/ge-healthcares-ai-tool-helps-clinicians-intubate-patients-accurately-and-safely/
[1] https://pharmaphorum.com/views-analysis-patients/covid-19-lessons-for-how-pharma-should-support-patient-advocacy/
[1] https://bit.ly/3odw4jF
[1] https://bit.ly/2Hk9whh
[1] https://bit.ly/2KLR9mL
[1] https://pharmaphorum.com/views-analysis-sales-marketing/the-calm-after-the-storm-how-covid19-is-making-pharma-more-resilient-and-accessible/
[1] https://pharmaphorum.com/news/vmlyr-creates-global-healthcare-agency-for-innovative-pharma-companies/
[1] https://pharmaphorum.com/views-analysis-patients/how-the-community-developed-fertile-ground-for-progress-in-rare-disease-drug-development/
[1] https://www.wsj.com/articles/united-begins-flying-pfizers-covid-19-vaccine-11606512293?mod=hp_lead_pos4

Top URLs in Tweet in G10:
[1] https://pjmedia.com/news-and-politics/matt-margolis/2020/11/27/johns-hopkins-study-saying-covid-19-has-relatively-no-effect-on-deaths-in-u-s-deleted-after-publication-n1178930
[1] https://twitter.com/dcexaminer/status/1331701223498649600
[1] https://www.washingtonexaminer.com/news/study-finds-84-fewer-hospitalizations-for-patients-treated-with-controversial-drug-hydroxychloroquine
[1] http://thefoolishnessofgod.blogspot.com/2020/08/ivermectin-vs-covid-19.html
[1] https://twitter.com/ProfKlausSchwab/status/1332006207213727746

Top Domains
Top Domains in Tweet in Entire Graph:
[385] twitter.com
[106] reuters.com
[98] avaaz.org
[60] youtube.com
[54] pjmedia.com
[33] co.uk
[30] one.org
[25] lecourrierdesstrateges.fr
[24] blogspot.com
[20] salon.com

Top Domains in Tweet in G1:
[173] twitter.com
[92] avaaz.org
[26] one.org
[20] pharmiweb.jobs
[19] blogspot.com
[15] 5stocksinto.com
[11] reuters.com
[10] pharma-machineries.com
[8] linkedin.com
[7] nytimes.com

Top Domains in Tweet in G2:
[4] reuters.com
[3] twitter.com
[1] medium.com

Top Domains in Tweet in G3:
[4] reuters.com
[2] twitter.com
[1] warnockforgeorgia.com
[1] nbcnews.com
[1] youtube.com

Top Domains in Tweet in G4:
[4] twitter.com
[4] youtube.com
[1] co.uk
[1] tampabay.com
[1] politicopro.com

Top Domains in Tweet in G5:
[47] pjmedia.com
[4] thehighwire.com
[3] twitter.com
[1] linktr.ee
[1] nytimes.com
[1] sandrarose.com
[1] medrxiv.org
[1] archive.org
[1] pharmadeathclock.com

Top Domains in Tweet in G6:
[6] twitter.com
[3] canadianmanufacturing.com
[2] narcity.com
[1] ctvnews.ca
[1] canadiandimension.com
[1] avaaz.org
[1] irishtimes.com
[1] innovativemedicines.ca
[1] indiatimes.com

Top Domains in Tweet in G7:
[21] youtube.com
[12] twitter.com
[6] lecourrierdesstrateges.fr
[2] weforum.org
[1] orange.fr
[1] apnews.com

Top Domains in Tweet in G8:
[3] pjmedia.com
[2] youtube.com
[2] co.uk
[1] wikipedia.org
[1] twitter.com

Top Domains in Tweet in G9:
[7] pharmaphorum.com
[5] twitter.com
[3] bit.ly
[3] archive.org
[1] wsj.com
[1] lemonde.fr
[1] ampproject.org
[1] co.uk
[1] buff.ly
[1] org.uk

Top Domains in Tweet in G10:
[2] twitter.com
[1] pjmedia.com
[1] washingtonexaminer.com
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[244] pharma
[121] vaccine
[121] covid
[102] covid19
[97] patents
[66] biotech
[56] healthcare
[46] vaccines
[32] ai
[28] endcovideverywhere



Top Hashtags in Tweet in G1:
[104] pharma
[98] vaccine
[96] covid
[91] patents
[41] covid19
[29] healthcare
[27] vaccines
[26] endcovideverywhere
[23] pharmiweb
[21] jobs

Top Hashtags in Tweet in G2:
[1] moscowmitchmcconnell
[1] spinelessrepugnants
[1] gop

Top Hashtags in Tweet in G3:
[2] senaterunoffs
[2] brokencapitalism
[1] gop
[1] demcast
[1] accountability
[1] healthcare

Top Hashtags in Tweet in G4:
[4] covid19
[3] wwg1wwa
[1] scamdemic
[1] noscience
[1] thehiddenevil
[1] vaccines
[1] vax4vulnerable
[1] weare
[1] lovepeace
[1] wwld

Top Hashtags in Tweet in G5:
[1] happythanksgiving
[1] greatreset
[1] justiceforevee
[1] pharma

Top Hashtags in Tweet in G6:
[5] cdnpoli
[4] covid
[4] vaccine
[3] pmprb
[3] pharma
[2] hesa
[2] covid19
[2] canada
[2] greeneconomy
[1] vaccines

Top Hashtags in Tweet in G7:
[11] vaccin
[11] covid19france
[11] covid19
[11] labo
[11] pharma
[2] purduepharma
[2] oxycontin
[1] ik
[1] stoppfizermoderna

Top Hashtags in Tweet in G8:
[1] wild
[1] ride
[1] pcrgate

Top Hashtags in Tweet in G9:
[18] pharma
[6] covid19
[2] comms
[2] coronavirus
[2] ai
[2] biotech
[2] ettd
[1] worldeconomicforum
[1] medcomms
[1] vaccine

Top Hashtags in Tweet in G10:
[1] toronto
[1] livingnotlockdown

Top Words
Top Words in Tweet in Entire Graph:
[5763] pharma
[3513] big
[1120] people
[923] over
[892] one
[785] drug
[781] never
[775] price
[734] rbreich
[727] insulin

Top Words in Tweet in G1:
[850] pharma
[328] big
[147] make
[117] benefit
[104] #pharma
[101] world
[100] governments
[98] #vaccine
[97] profits
[96] giants

Top Words in Tweet in G2:
[725] pharma
[719] big
[716] rbreich
[696] insulin
[696] one
[694] price
[691] people
[690] never
[690] raised
[689] forget

Top Words in Tweet in G3:
[550] pharma
[545] big
[529] drug
[527] prescription
[526] kloeffler
[521] prices
[521] high
[521] pays
[520] campaigns
[520] washington

Top Words in Tweet in G4:
[134] pharma
[85] big
[56] realdonaldtrump
[23] trump
[22] joebiden
[20] companies
[15] vaccine
[14] media
[14] loudobbs
[13] vaccines

Top Words in Tweet in G5:
[181] pharma
[138] utobian
[56] global
[54] over
[53] business
[53] range
[53] chronic
[53] diseases
[53] population
[52] model

Top Words in Tweet in G6:
[124] canada
[110] vaccine
[87] pharma
[85] production
[82] connaught
[75] domestic
[74] anyone
[74] crown
[73] case
[73] wondering

Top Words in Tweet in G7:
[87] vaccin
[72] c'est
[70] silvano_trotta
[70] pharma
[67] plus
[67] médecin
[65] chose
[65] inquiétante
[65] réponse
[65] immune

Top Words in Tweet in G8:
[30] pharma
[18] big
[17] breezergalway
[17] bobby_network
[16] ianfmusgrave
[16] mcfunny
[14] frankdelia7
[14] geoffschuler
[14] shared_facts
[14] risettemd

Top Words in Tweet in G9:
[70] pharma
[53] big
[34] borisjohnson
[23] really
[18] covid
[18] #pharma
[18] both
[18] interests
[16] michelbarnier
[16] davidghfrost

Top Words in Tweet in G10:
[86] pharma
[72] big
[28] charliekirk11
[23] make
[16] know
[14] don
[12] offer
[11] simondolan
[11] vaccines
[11] dcexaminer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3249] big,pharma
[712] raised,price
[710] never,forget
[710] pharma,raised
[710] price,insulin
[710] one,four
[709] forget,big
[709] insulin,over
[709] over,1200
[709] 1200,1990s

Top Word Pairs in Tweet in G1:
[289] big,pharma
[93] pharma,giants
[92] governments,vote
[92] plan,suspend
[92] whole,world
[92] make,sure
[91] supply,few
[91] few,rich
[91] rich,countries
[91] suspend,#patents

Top Word Pairs in Tweet in G2:
[716] big,pharma
[690] pharma,raised
[689] never,forget
[689] forget,big
[689] raised,price
[689] price,insulin
[689] insulin,over
[689] over,1200
[689] 1200,1990s
[689] 1990s,one

Top Word Pairs in Tweet in G3:
[544] big,pharma
[523] prescription,drug
[521] drug,prices
[520] prices,high
[520] high,big
[520] pharma,pays
[520] pays,campaigns
[520] campaigns,washington
[520] washington,insiders
[520] insiders,kloeffler

Top Word Pairs in Tweet in G4:
[68] big,pharma
[16] pharma,companies
[8] loudobbs,realdonaldtrump
[8] big,tech
[7] drsimonegold,media
[7] media,governments
[7] governments,pharma
[7] companies,medical
[7] medical,publications
[7] publications,such

Top Word Pairs in Tweet in G5:
[53] chronic,diseases
[52] pharma,business
[52] business,model
[52] model,cause
[52] cause,wide
[52] wide,range
[52] range,chronic
[52] diseases,over
[52] over,vaccination
[52] vaccination,global

Top Word Pairs in Tweet in G6:
[81] vaccine,production
[74] domestic,vaccine
[73] case,anyone
[73] anyone,wondering
[73] wondering,jewel
[73] jewel,canada
[73] canada,crown
[73] crown,domestic
[73] production,connaught
[73] connaught,laboratories

Top Word Pairs in Tweet in G7:
[65] chose,plus
[65] plus,inquiétante
[65] inquiétante,vaccin
[65] vaccin,c'est
[65] c'est,réponse
[65] réponse,immune
[65] immune,aujourd'hui
[65] aujourd'hui,médecin
[65] médecin,recommande
[64] silvano_trotta,chose

Top Word Pairs in Tweet in G8:
[15] big,pharma
[9] green_cait,blaineillimatta
[9] bobby_network,ale_battini
[9] ale_battini,saji_nh
[9] patricksavalle,carlsmythe
[9] chris_f_carson,houseofrealnews
[9] houseofrealnews,vilethepro
[9] death_is_final,macbaird13
[9] geoffschuler,peterre76976220
[9] peterre76976220,katlarue7

Top Word Pairs in Tweet in G9:
[47] big,pharma
[16] michelbarnier,davidghfrost
[16] davidghfrost,jimbrunsden
[16] jimbrunsden,borisjohnson
[16] borisjohnson,remains
[16] remains,clearly
[16] clearly,both
[16] both,sides
[16] sides,interests
[16] interests,deal

Top Word Pairs in Tweet in G10:
[66] big,pharma
[11] charliekirk11,big
[10] plastics,glyphosate
[9] charliekirk11,inexpensive
[9] inexpensive,works
[9] works,doesn
[9] doesn,offer
[9] offer,investment
[9] investment,potential
[9] politvidchannel,youth

Top Replied-To
Top Replied-To in Entire Graph:
@pharma_sucks
@rbreich
@vt_pharma
@loudobbs
@iainturbrooo
@djhutch74
@charliekirk11
@philippemorlat
@realdonaldtrump
@idg_pharma

Top Replied-To in G1:

Top Replied-To in G2:
@rbreich
@ring_sheryl
@platypipolitics
@jd_evermore
@cums_well

Top Replied-To in G3:
@repkatieporter
@kloeffler
@geojanemusic1
@senatorloeffler
@bodysouls
@doctorhenryct
@reverendwarnock

Top Replied-To in G4:
@loudobbs
@djhutch74
@realdonaldtrump
@joebiden
@drsimonegold
@kamalaharris
@generalfunk
@govrondesantis
@gatesrobertj
@simondolan

Top Replied-To in G5:
@truthexvaxxmom
@justiceforevee
@jimcorrsays
@latimes
@thomascastrico1
@stephenroche100
@remainfree4ever
@tsakirides
@gaviseth
@thritchie728

Top Replied-To in G6:
@fordnation
@erinotoole
@davidakin
@torontostar
@frenchie_jenn
@to_resident
@sjkelly1
@justintrudeau
@alexwellstead
@brianlilley

Top Replied-To in G7:
@biobiobiobioc
@stalec_
@divizio1
@silvano_trotta
@aldosterone111
@carnabulle
@amelie_paul
@ajcalain
@aragon_jb
@mariagraceland

Top Replied-To in G8:
@nemeses667
@hagbarddd
@barryjohnreid21
@skepticalmutant
@jameselijahmill
@ghoppe
@kayvonpaul
@chrisjohnsonmd
@organicdot
@bmcb77437937

Top Replied-To in G9:
@matthancock
@borisjohnson
@nicolasturgeon
@scotgov
@jamesmelville
@dhscgovuk
@gop
@pfizer
@vmlyr
@carolinecoramuk

Top Replied-To in G10:
@charliekirk11
@nytimes
@simondolan
@fatemperor
@dcexaminer
@covid19critical
@ckholodov
@sandralanigan
@outlander_black
@johndcomfort

Top Mentioned
Top Mentioned in Entire Graph:
@rbreich
@kloeffler
@reverendwarnock
@utobian
@didikins4life
@dockaurg
@danpriceseattle
@wodarg
@amymincey7
@davidhamer_1951

Top Mentioned in G1:
@5stocksinto
@270349
@fintechzoom
@gijsheerkens
@socpapahatzis
@firemonkey1971
@illuminatedark8
@charismaalasta1
@shelleypetersen
@stromite1

Top Mentioned in G2:
@rbreich
@reutersbiz
@joebiden
@ring_sheryl
@cloudess
@unitarian415217
@dbossisback2
@small1ldy1
@chadwj2020
@prinzadelbart

Top Mentioned in G3:
@kloeffler
@reverendwarnock
@didikins4life
@rbreich
@senatorloeffler
@gopsenate
@mdrnwrld
@amymincey7
@new_narrative
@repkatieporter

Top Mentioned in G4:
@realdonaldtrump
@joebiden
@tradersimon
@thelancet
@drsimonegold
@jackposobiec
@kirbywtweets
@neilclark66
@nypost
@judiciarygop

Top Mentioned in G5:
@utobian
@drjamesdinic
@eileeniorio
@gaviseth
@jimcorrsays
@highwiretalk
@woundguru1
@justiceforevee
@qantas
@watwriter

Top Mentioned in G6:
@davidhamer_1951
@justintrudeau
@mini_bubbly
@davidakin
@liberal_party
@cpc_hq
@cdn_dimension
@jbart1055
@susandelacourt
@asifintoronto

Top Mentioned in G7:
@silvano_trotta
@youtube
@nicoledelepine
@biobiobiobioc
@holdup_ledoc
@raoult_didier
@divizio1
@amelie_paul
@aldosterone111
@afneil

Top Mentioned in G8:
@breezergalway
@bobby_network
@ianfmusgrave
@mcfunny
@frankdelia7
@geoffschuler
@shared_facts
@risettemd
@paulvcooper1
@smcwoof

Top Mentioned in G9:
@borisjohnson
@davidghfrost
@jimbrunsden
@pmdfoster
@michelbarnier
@astrazeneca
@uniofoxford
@matthancock
@pfizer
@pharmaphorum

Top Mentioned in G10:
@charliekirk11
@dcexaminer
@fatemperor
@simondolan
@misterchambo
@stephaniepalosp
@politvidchannel
@nytimes
@dietheartnews
@utobian

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@alerttrade
@sectest9
@rashidaldosari
@danielpilotte1
@jurylady5
@robinsnewswire
@car01am
@threadreaderapp
@nblackthorne

Top Tweeters in G1:
@alerttrade
@robinsnewswire
@iam__network
@allstocknews
@seekingalpha
@callstadt
@firstnightart
@isearch247
@heatherpeno
@stormyvnv

Top Tweeters in G2:
@phillip92321
@homegypsy
@ohiomail
@iflck
@sar_oso
@linda1746
@stevekoehler22
@kath2252
@jmhamiltonblog
@leslielee327

Top Tweeters in G3:
@bannerite
@jjj5819
@new_narrative
@bethsinniresist
@darlene_edw
@wismiss3
@auntsophie1
@deemoney521
@deeloralei
@marciabunney

Top Tweeters in G4:
@reagancbrown
@washingtonpost
@nypost
@politico
@huffpostpol
@bfraser747
@10tampabay
@maggienyt
@socalvalleygal
@kattab4

Top Tweeters in G5:
@1catherinesiena
@sandoly
@pdp00000001
@time
@latimes
@tlavagabond
@qantas
@people1stplanet
@gurgunmine
@dandaman4us

Top Tweeters in G6:
@jurylady5
@gadflyquebec
@mutalabala
@torontostar
@mini_bubbly
@legant66
@murielcooperi
@anik1968
@mes200000
@radiocanadainfo

Top Tweeters in G7:
@mmsoxford
@lrihendry
@digitaldecoded1
@baboune04
@cdauverchain
@l_oranaise_
@fatimascohier
@chipette124
@danwon86
@lavenircnous

Top Tweeters in G8:
@marionste
@drumeshprabhu
@drjonesaa
@doritmi
@_mamadeb
@beckyjohnson222
@nhswhistleblowr
@monstercoyliar
@just4thecause
@tv_hiec_chair

Top Tweeters in G9:
@ecclesias
@tshep42
@jorichardskent
@ks_1968
@scorpiotiger77
@mcblondeland
@bournemouth4eu
@cheyennedancer
@shirleyparnell
@gordon_riches

Top Tweeters in G10:
@dcexaminer
@justonepatriot
@bryan700
@nytimes
@jaketapper
@itvnews
@wealdengirl
@politjunkiem
@a_liberty_rebel
@francis50441920


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