scicomm, Twitter, 4/20/2021 8:45:27 PM, 253218


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scicomm_2021-04-18_15-29-22.xlsx
scicomm_2021-04-18_15-29-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 20, 2021
Short Description:
scicomm via NodeXL https://bit.ly/2RHwkfw
@b0tsci
@scicommbot
@braincures
@do_kinder
@vaccinologist
@lizneeley
@heysciencesam
@deepgreendesign
@pierre_markuse
@andgenomics

Top hashtags:
#scicomm
#covid19
#science
#openscience
#sciart
#bioinformatics
#cdnpoli

Description:
Description
The graph represents a network of 7,138 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 18 April 2021 at 22:43 UTC.

The requested start date was Sunday, 18 April 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 3-day, 21-hour, 15-minute period from Wednesday, 14 April 2021 at 02:40 UTC to Saturday, 17 April 2021 at 23:55 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 : 7138
Unique Edges : 6268
Edges With Duplicates : 17238
Total Edges : 23506
Number of Edge Types : 5
Retweet : 5438
MentionsInRetweet : 9615
Tweet : 1176
Mentions : 6926
Replies to : 351
Self-Loops : 1290
Reciprocated Vertex Pair Ratio : 0.0437203358890106
Reciprocated Edge Ratio : 0.0837778749453433
Connected Components : 479
Single-Vertex Connected Components : 182
Maximum Vertices in a Connected Component : 5802
Maximum Edges in a Connected Component : 21375
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.105058
Graph Density : 0.000224462568692711
Modularity : 0.418835
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,138 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 18 April 2021 at 22:43 UTC.

The requested start date was Sunday, 18 April 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 3-day, 21-hour, 15-minute period from Wednesday, 14 April 2021 at 02:40 UTC to Saturday, 17 April 2021 at 23:55 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 : scicomm
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:
[129] https://doi.org/10.1515/jib-2019-0005
[48] https://www.mdpi.com/2223-7747/9/4/439/htm
[40] https://www.manchester.ac.uk/discover/news/altered-immune-signature-linked-to-long-covid/
[24] https://doi.org/10.1101/2021.04.16.440130
[21] https://medicalxpress.com/news/2021-04-research-backed-pro-vaccination-social-media-campaign.html
[20] http://biorxiv.org/lookup/doi/10.1101/2021.03.26.437155
[20] https://www.npr.org/2021/04/13/986678544/exploring-youtube-and-the-spread-of-disinformation?utm_source=facebook&utm_medium=news_tab&utm_content=algorithm
[13] https://www.instagram.com/accounts/login/
[12] https://www.sciencedirect.com/science/article/pii/S0300908421000961?via%3Dihub
[11] https://doi.org/10.1101/2021.04.14.439117

Top URLs in Tweet in G1:
[11] https://doi.org/10.1515/jib-2019-0005
[10] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[4] https://twitter.com/steak_umm/status/1382022537119416327
[4] https://www.mdpi.com/2223-7747/9/4/439/htm
[4] https://www.linkedin.com/slink?code=grGD75g
[3] http://johnemackinstitute.org/2021/04/japanese-edition-of-dr-john-macks-passport-to-the-cosmos-now-available/
[3] https://www.youtube.com/watch?v=9W0BBJEyFMk

[3] https://transhumanity.net/supporting-the-uplift-project/
[3] https://transhumanity.net/upgrade-2021-the-virtual-biohacking-conference/
[3] https://twitter.com/ViBrANT_itn/status/1382225319030063104

Top URLs in Tweet in G2:
[6] https://www.sciencedaily.com/releases/2021/04/210413095501.htm
[6] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005845
[6] https://www.linkedin.com/posts/indiasciencefestival_job-description-ceo-crisp-activity-6785799818427072512-wBeH
[5] https://www.symbiartic.com/home/memoryofthesenses-artologica
[5] https://theconversation.com/scientists-need-to-become-better-communicators-but-its-hard-to-measure-whether-training-works-154628
[5] https://sciandtell.org/episode/sharmila/
[4] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2020JE006410
[4] https://twitter.com/scwist/status/1383202577026793472
[4] https://www.scientificamerican.com/article/bidens-big-science-challenge-increasing-public-trust/
[4] https://news.mit.edu/2021/talking-outside-tower-science-snippets-0412

Top URLs in Tweet in G3:
[20] https://medicalxpress.com/news/2021-04-research-backed-pro-vaccination-social-media-campaign.html
[4] https://ipscell.com/2021/04/the-niche-2021-stem-cell-picture-contest-win-100-or-swag/
[2] https://ipscell.com/2021/04/as-neuroskeptic-blog-ends-reflections-on-skeptical-science-blogging/
[2] https://docs.google.com/forms/d/e/1FAIpQLSfmSnhCZMmjgKFa3bj1LXqTzzU10qPpFRuQB0jRVFe5l77weA/viewform?usp=send_form
[2] https://twitter.com/heysciencesam/status/1382390111812341761
[1] https://twitter.com/ScienceUpFirst/status/1383069961233518601
[1] https://covid19resources.ca/public/discussions/
[1] https://twitter.com/COVID_19_Canada/status/1383055097102487556
[1] https://torontolife.com/life/i-told-her-the-vaccine-was-the-only-way-to-get-back-to-everything-she-misses-how-this-covid-scientist-convinced-her-vaccine-fearing-grandma-to-get-the-jab/?fbclid=IwAR0mD_QuYzI6J2v_x8UIFUApnFqu23Hug_If-XnbkILMlO-uM8EPKfvkeM4
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dla6nXuAw-Oo&q=EgS4SO-bGNPs3IMGIhkA8aeDS7vYp2G8e98KBxInMhytXiOA55wdMgFy

Top URLs in Tweet in G4:
[108] https://doi.org/10.1515/jib-2019-0005
[41] https://www.mdpi.com/2223-7747/9/4/439/htm
[38] https://www.manchester.ac.uk/discover/news/altered-immune-signature-linked-to-long-covid/
[21] https://doi.org/10.1101/2021.04.16.440130
[18] http://biorxiv.org/lookup/doi/10.1101/2021.03.26.437155
[10] https://doi.org/10.1101/2021.04.12.439551
[9] http://biorxiv.org/lookup/doi/10.1101/2021.04.13.439746
[9] https://doi.org/10.1101/2021.04.14.439117
[7] http://biorxiv.org/lookup/doi/10.1101/2021.04.15.439934
[6] http://biorxiv.org/lookup/doi/10.1101/2021.04.13.439703

Top URLs in Tweet in G5:
[3] https://twitter.com/LizNeeley/status/1382356887228846082
[2] https://www.wired.com/2011/02/what-is-up-with-the-spherical-cow/
[2] https://www.amacad.org/publication/twelve-key-findings-deliberative-democracy-research
[2] https://www.sparksciencenow.com/2021/04/14/covid-19-follow-up-with-dr-vijai-bhola/
[2] https://twitter.com/CUGradCareers/status/1383487250214785025
[1] https://www.youtube.com/channel/UCKgdvu7IKfmW7L9tK9qBj1Q
[1] https://twitter.com/STGlobalConf/status/1383184370110898176
[1] https://twitter.com/stglobalconf/status/1383184370110898176
[1] https://www.sciencepolicyjournal.org/memocompetition.html
[1] https://twitter.com/SciWithEmily/status/1383478506307264518

Top URLs in Tweet in G6:
[3] https://twitter.com/WindleBeth/status/1382592762470666241
[3] https://twitter.com/biologistimo/status/1382868209792090117
[2] https://www.youtube.com/watch?v=OlsU3NT9Y_I&feature=youtu.be

[2] https://www.storycollider.org/jobs
[2] https://twitter.com/steak_umm/status/1382382553227784192
[2] https://twitter.com/lizneeley/status/1382356887228846082
[2] https://welackdiscipline.com/2021/04/15/top-ten-hated-but-misunderstood-animals-10-bats-order-chiroptera/
[2] https://welackdiscipline.com/2021/04/14/top-ten-hated-but-misunderstood-animals-introduction/
[2] https://twitter.com/RoyalSocBio/status/1382359257962676229
[2] https://twitter.com/lingerie_addict/status/1380555166072602627

Top URLs in Tweet in G7:
[10] https://www.sciencedirect.com/science/article/pii/S0300908421000961?via%3Dihub
[6] https://inpst.net/inpst-twitter-networking-event-2021/
[6] https://doi.org/10.1515/jib-2019-0005
[3] https://twitter.com/an_leavy/status/1382148654429921280
[2] https://twitter.com/_atanas_/status/1382016500081561600
[2] https://twitter.com/_atanas_/status/1382226646330175488
[2] https://twitter.com/_atanas_/status/1382283802412732417
[2] https://twitter.com/_atanas_/status/1382702504698331145
[2] https://twitter.com/_atanas_/status/1382734716500127745
[2] https://twitter.com/_atanas_/status/1382946631381831682

Top URLs in Tweet in G8:
[7] https://open.spotify.com/episode/0sVcYXIhcZf5MUIKSkksr8?si=5fe03ffce7c248c6
[2] https://www.frontiersin.org/articles/10.3389/fenvs.2021.610115/full
[2] http://www.scienceseeker.org/2021/04/what-can-monkeys-teach-us-about.html
[2] https://podcasts.apple.com/us/podcast/meet-the-ocean/id1187673958
[1] https://www.bspp.org.uk/conferences/science-communication-for-outreach-activities-bspp-plant-health-club-2021/
[1] https://www.forbes.com/sites/grrlscientist/2021/03/24/how-lovebirds-keep-their-cool-when-its-really-hot/
[1] https://www.forbes.com/sites/grrlscientist/2021/03/31/how-one-becomes-two-genetic-shuffling-gives-rise-to-a-new-bird-species/
[1] https://www.forbes.com/sites/grrlscientist/2021/03/23/does-the-global-exotic-pet-trade-favor-invasive-pests/
[1] https://www.forbes.com/sites/grrlscientist/2021/02/25/extinct-guam-kingfisher-provides-blueprint-for-reintroducing-other-long-lost-animals/
[1] https://www.forbes.com/sites/grrlscientist/2021/02/13/is-climate-change-a-ticking-time-bomb-for-great-tits/

Top URLs in Tweet in G9:
[7] http://medrxiv.org/lookup/doi/10.1101/2021.03.26.21254433
[2] https://phys.org/news/2021-04-physicists-theoretical-neural-mouse-brain.html
[1] https://www.grahamsgreendesign.com/blog/2015/11/19/canadian-charter-of-critters
[1] https://twitter.com/jaybeeyxe/status/1382076398840414212
[1] https://twitter.com/randyhillier/status/1382287519035822084
[1] https://twitter.com/randyhillier/status/1382305427107495939
[1] https://twitter.com/MarkJCarney/status/1382427931939635202
[1] https://phys.org/news/2021-04-rna-reins-bacteria-protein-synthesis.html
[1] https://phys.org/news/2021-04-worker-ants-brains.html
[1] https://phys.org/news/2021-04-multi-wavelength-reveal-impact-black-hole.html

Top URLs in Tweet in G10:
[1] https://www.ox.ac.uk/news/2021-04-15-risk-rare-blood-clotting-higher-covid-19-vaccines

Top Domains
Top Domains in Tweet in Entire Graph:
[611] twitter.com
[177] doi.org
[135] youtube.com
[58] ac.uk
[55] biorxiv.org
[50] mdpi.com
[48] google.com
[36] linkedin.com
[28] nature.com
[28] constantcontact.com

Top Domains in Tweet in G1:
[63] twitter.com
[22] linkedin.com
[14] doi.org
[14] nature.com
[13] youtube.com
[11] theguardian.com
[10] crowdjustice.com
[8] transhumanity.net
[7] google.com
[5] ac.uk

Top Domains in Tweet in G2:
[114] twitter.com
[18] youtube.com
[13] wiley.com
[11] plos.org
[10] agu.org
[9] lifeology.io
[7] sciandtell.org
[6] sciencedaily.com
[6] eurekalert.org
[6] linkedin.com

Top Domains in Tweet in G3:
[20] medicalxpress.com
[8] twitter.com
[6] ipscell.com
[3] google.com
[2] torontolife.com
[1] covid19resources.ca
[1] mcgill.ca
[1] nature.com
[1] aeon.co
[1] instagram.com

Top Domains in Tweet in G4:
[150] doi.org
[48] biorxiv.org
[42] mdpi.com
[40] ac.uk
[8] sspnet.org
[8] transhumanity.net
[5] nature.com
[4] google.com
[4] youtube.com
[4] twitter.com

Top Domains in Tweet in G5:
[24] twitter.com
[3] sparksciencenow.com
[2] wired.com
[2] amacad.org
[2] nytimes.com
[2] apple.com
[2] esal.us
[1] youtube.com
[1] sciencepolicyjournal.org
[1] tasteofscience.org

Top Domains in Tweet in G6:
[70] twitter.com
[13] youtube.com
[6] welackdiscipline.com
[3] sociale.network
[2] storycollider.org
[2] co.uk
[2] thepipettepen.com
[1] clastudent.com
[1] tampabay.com
[1] 3dforscience.com

Top Domains in Tweet in G7:
[29] twitter.com
[10] sciencedirect.com
[6] inpst.net
[6] doi.org
[2] frontiersin.org
[1] medicalnewstoday.com
[1] ipscell.com
[1] lww.com

Top Domains in Tweet in G8:
[11] forbes.com
[7] spotify.com
[6] twitter.com
[2] frontiersin.org
[2] scienceseeker.org
[2] apple.com
[2] google.com
[1] org.uk
[1] winterinantarctica.com
[1] bloomberglaw.com

Top Domains in Tweet in G9:
[55] twitter.com
[10] phys.org
[7] medrxiv.org
[2] youtube.com
[2] techxplore.com
[1] grahamsgreendesign.com
[1] cbc.ca
[1] startalkradio.net
[1] thenakedscientists.com
[1] covid19hg.org

Top Domains in Tweet in G10:
[1] ac.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3650] scicomm
[328] covid19
[320] science
[229] openscience
[219] sciart
[188] bioinformatics
[132] cdnpoli
[122] vaccines
[114] stem
[103] dhpsp



Top Hashtags in Tweet in G1:
[438] scicomm
[51] womeninstem
[47] science
[43] stem
[43] scipol
[36] researchculture
[33] phdchat
[32] academictwitter
[27] rri
[24] womeninscience

Top Hashtags in Tweet in G2:
[610] scicomm
[66] sciart
[44] science
[33] scicommchat
[25] lowtech
[17] academicchatter
[17] sciandtell
[16] scicommuvic
[16] stem
[15] openscience

Top Hashtags in Tweet in G3:
[28] scicomm
[21] covidvaccine
[20] covid19
[16] astrazeneca
[15] grandmachronicles
[11] vaccination
[6] stemcells
[3] scichat
[2] medtwitter
[2] stem

Top Hashtags in Tweet in G4:
[186] openscience
[163] bioinformatics
[111] scicomm
[22] genomics
[22] datascience
[20] 100daysofcode
[18] womenwhocode
[17] scholcomm
[12] academicchatter
[11] covid19

Top Hashtags in Tweet in G5:
[152] scicomm
[11] scipol
[11] sustainability
[6] science
[5] misinformation
[5] humansofcires
[4] sphericalcows
[4] penguins
[4] antarctica
[4] environment

Top Hashtags in Tweet in G6:
[172] scicomm
[12] science
[9] sciencecommunication
[7] nature
[7] research
[7] wildlife
[6] stem
[6] biology
[6] hated
[5] education

Top Hashtags in Tweet in G7:
[140] scicomm
[87] dhpsp
[58] inpst
[53] gratitude
[50] meded
[38] medtwitter
[34] medtech
[30] healthcare
[29] healthtech
[27] science

Top Hashtags in Tweet in G8:
[64] scicomm
[17] covid19
[16] conservation
[15] ocean
[13] science
[13] india
[13] vaccine
[11] podcast
[9] earlycareerresearchers
[9] students

Top Hashtags in Tweet in G9:
[142] scicomm
[125] cdnpoli
[65] covid19
[44] onpoli
[23] science
[21] design
[16] ableg
[16] pollution
[14] senca
[13] climate

Top Hashtags in Tweet in G10:
[106] covid19
[106] vaccines
[6] pseudoscience
[6] science
[2] scicomm
[1] vaccination

Top Words
Top Words in Tweet in Entire Graph:
[3647] #scicomm
[739] science
[548] research
[468] more
[424] scicomm
[390] great
[345] time
[328] #covid19
[320] #science
[299] work

Top Words in Tweet in G1:
[437] #scicomm
[169] braincures
[123] proftimnoakes
[112] suzanne_garrett
[97] do_kinder
[94] morimahmoudi
[93] marikasboros
[90] dgurdasani1
[82] jeremyfarrar
[80] academicparity

Top Words in Tweet in G2:
[610] #scicomm
[194] science
[107] more
[75] great
[66] know
[66] #sciart
[66] interested
[60] scicomm
[55] today
[55] research

Top Words in Tweet in G3:
[102] heysciencesam
[95] rare
[92] very
[79] scicomm
[73] lot
[70] rhetoric
[69] part
[68] appeals
[67] reflecting
[67] aristotle's

Top Words in Tweet in G4:
[186] #openscience
[163] #bioinformatics
[111] #scicomm
[109] molecular
[108] integrating
[108] biology
[108] bioinformatics
[108] education
[102] andgenomics
[98] researchgenome

Top Words in Tweet in G5:
[152] #scicomm
[112] lizneeley
[85] people
[70] time
[66] few
[64] use
[63] keynote
[62] thought
[62] very
[61] hard

Top Words in Tweet in G6:
[172] #scicomm
[30] science
[28] scicomm
[24] research
[13] more
[12] video
[12] #science
[12] great
[12] people
[11] one

Top Words in Tweet in G7:
[140] #scicomm
[87] #dhpsp
[81] _sivasai
[58] #inpst
[53] #gratitude
[50] #meded
[38] #medtwitter
[34] #medtech
[30] #healthcare
[29] #healthtech

Top Words in Tweet in G8:
[64] #scicomm
[24] study
[21] one
[20] first
[20] grrlscientist
[17] bs_pp
[17] #covid19
[17] writing
[16] #conservation
[15] #ocean

Top Words in Tweet in G9:
[142] #scicomm
[125] #cdnpoli
[65] #covid19
[44] #onpoli
[43] deepgreendesign
[23] #science
[21] #design
[20] fordnation
[19] pandemic
[18] canada

Top Words in Tweet in G10:
[110] vaccinologist
[106] #covid19
[106] risk
[106] cerebral
[106] venous
[106] thrombosis
[106] cvt
[106] much
[106] higher
[106] see

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[171] #bioinformatics,#openscience
[129] integrating,molecular
[129] molecular,biology
[129] biology,bioinformatics
[129] bioinformatics,education
[129] education,#bioinformatics
[111] science,communication
[110] #covid19,risk
[110] risk,cerebral
[110] cerebral,venous

Top Word Pairs in Tweet in G1:
[56] reneebleau,suzanne_garrett
[46] evidencebase_im,braincures
[39] morimahmoudi,reneebleau
[38] braincures,marikasboros
[35] dgurdasani1,dbetteracademia
[34] suzanne_garrett,evidencebase_im
[32] proftimnoakes,bolderesident
[30] marikasboros,proftimnoakes
[28] dbetteracademia,morimahmoudi
[26] suzanne_garrett,marikasboros

Top Word Pairs in Tweet in G2:
[36] science,communication
[27] miss,opportunity
[26] based,canada
[26] canada,interested
[26] interested,sharing
[26] sharing,science
[26] science,lay
[26] lay,audiences
[26] audiences,miss
[26] opportunity,10

Top Word Pairs in Tweet in G3:
[85] very,rare
[67] reflecting,lot
[67] lot,aristotle's
[67] aristotle's,appeals
[67] appeals,effective
[67] effective,rhetoric
[67] rhetoric,part
[67] part,news
[67] news,very
[66] heysciencesam,reflecting

Top Word Pairs in Tweet in G4:
[146] #bioinformatics,#openscience
[108] integrating,molecular
[108] molecular,biology
[108] biology,bioinformatics
[108] bioinformatics,education
[108] education,#bioinformatics
[76] andgenomics,integrating
[76] #openscience,#datascie
[43] variant,calling
[38] potential,biomarkers

Top Word Pairs in Tweet in G5:
[61] thought,very
[61] very,hard
[61] hard,use
[61] use,precious
[61] precious,time
[61] time,attention
[61] attention,few
[61] few,hundred
[61] hundred,people
[61] people,gave

Top Word Pairs in Tweet in G6:
[4] #science,#scicomm
[4] top,ten
[4] ten,hated
[4] hated,misunderstood
[4] misunderstood,animals
[4] #nature,#wildlife
[3] #scicomm,#science
[3] thread,#scicomm
[3] #scicomm,#research
[3] #biology,#scicomm

Top Word Pairs in Tweet in G7:
[39] #dhpsp,#scicomm
[31] #inpst,#scicomm
[25] #meded,#medtwitter
[24] #scicomm,#science
[23] #gratitude,#inpst
[20] #gratitude,#dhpsp
[18] #scicomm,#meded
[17] #medtwitter,#medtech
[17] #science,#meded
[15] _inpst,#gratitude

Top Word Pairs in Tweet in G8:
[13] aren,helping
[13] helping,#india
[13] #india,one
[13] one,#scicomm
[13] #scicomm,writing
[13] writing,#covid19
[13] #covid19,#vaccine
[13] #vaccine,surplus
[13] surplus,july
[13] july,4th

Top Word Pairs in Tweet in G9:
[34] #scicomm,#cdnpoli
[28] #cdnpoli,#scicomm
[26] #onpoli,#cdnpoli
[14] #scicomm,#onpoli
[10] #scicomm,#covid19
[10] #cdnpoli,#covid19
[9] #covid19,#cdnpoli
[8] #cdnpoli,#onpoli
[8] during,pandemic
[8] pandemic,team

Top Word Pairs in Tweet in G10:
[106] #covid19,risk
[106] risk,cerebral
[106] cerebral,venous
[106] venous,thrombosis
[106] thrombosis,cvt
[106] cvt,much
[106] much,higher
[106] higher,see
[106] see,#vaccines
[106] #vaccines,those

Top Replied-To
Top Replied-To in Entire Graph:
@dgurdasani1
@do_kinder
@nipgrsocial
@braincures
@carladoesscicom
@morimahmoudi
@ukri_news
@jeremyfarrar
@dbetteracademia
@runelinding

Top Replied-To in G1:
@dgurdasani1
@do_kinder
@braincures
@morimahmoudi
@jeremyfarrar
@nonprofit_phd
@dbetteracademia
@ukri_news
@runelinding
@drnancyolivieri

Top Replied-To in G2:
@nipgrsocial
@carladoesscicom
@rodpatri
@edurafi
@scicommclub
@sengupso
@agu_scicomm
@enricoalmici
@eduscopi
@voicesofindacad

Top Replied-To in G3:
@heysciencesam
@caulfieldtim
@kari_jerge
@kevinriggle

Top Replied-To in G4:
@walkerxj
@tpn1818

Top Replied-To in G5:
@lizneeley
@sci_phile
@just1change
@drjoehanson
@commnatural

Top Replied-To in G6:
@comunidadecusa

Top Replied-To in G9:
@linda_solomon
@dave_khan
@glen_mcgregor
@sturgeonguide
@canadianglen
@kathrynmathias1
@stephenlautens
@jillslastword
@dfisman
@tabathasouthey

Top Mentioned
Top Mentioned in Entire Graph:
@braincures
@lizneeley
@andgenomics
@proftimnoakes
@researchgenome
@suzanne_garrett
@vaccinologist
@heysciencesam
@_sivasai
@marikasboros

Top Mentioned in G1:
@braincures
@proftimnoakes
@suzanne_garrett
@marikasboros
@morimahmoudi
@do_kinder
@academicparity
@drumeshprabhu
@dgurdasani1
@jeremyfarrar

Top Mentioned in G2:
@scicomm_india
@agu_scicomm
@carladoesscicom
@alexgelle
@theagu
@lifeologyapp
@scicomm_uvic
@dbtindia
@scicommclub
@nasa

Top Mentioned in G3:
@heysciencesam
@saskiapopescu
@picardonhealth
@krishanasankar
@caulfieldtim
@hoffm
@antibioticdoc
@scienceupfirst
@who
@tarahaelle

Top Mentioned in G4:
@andgenomics
@researchgenome
@primary_immune
@tpn1818
@brossardd
@elhowell23
@myincodnmw23
@conversationus
@sciencebreaker
@cabellspublish

Top Mentioned in G5:
@lizneeley
@adrianabankston
@adamfagen
@stglobalconf
@aldacenter
@drandrewthaler
@tasteofsci
@pnasnews
@thenasciences
@asapbio_

Top Mentioned in G6:
@conceptavision
@shubhangi_0401
@harrisonhickma1

Top Mentioned in G7:
@_sivasai
@dhpsp
@holistic_hlth
@_inpst
@dna_rna_uni
@sciencecommuni2
@rajeevksingla
@healthyfellow
@indo_journal
@dr_r_kreaz

Top Mentioned in G8:
@grrlscientist
@tmprowell
@meettheocean
@bs_pp
@forbes
@forbesscience
@katmidds
@iocunesco
@cornellbirds
@save_giraffe

Top Mentioned in G9:
@deepgreendesign
@fordnation
@girlscientist
@covid19_hgi
@justintrudeau
@brief_19
@jeremyfaust
@sampx
@macalester
@gbl_unit

Top Mentioned in G10:
@vaccinologist

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@robre62
@kat4obama
@femtech_
@independent
@_redfrog
@ginniasa
@xaelbot

Top Tweeters in G1:
@marshawright
@femtech_
@independent
@guardian
@timesofindia
@ronaldclarke
@googleexpertuk
@irishtimes
@andrewmorrisuk
@marting8177

Top Tweeters in G2:
@pink1963dsw
@artificialbra1n
@reartistron
@imagine_garden
@genejm29
@trisha_the_doc
@allesundnix_
@mermaid_daisy
@dawnbazely
@jobrodie

Top Tweeters in G3:
@magicdmw
@kimvie
@slate
@terpsichore_los
@stunnedvoter
@flightbomb
@tagsitqaf
@ruthellaowens
@m7m5ea
@eegarim

Top Tweeters in G4:
@chidambara09
@xaelbot
@codernotesbot
@thedeveloperbot
@calcaware
@mary_swilling
@trendsinai
@botraj1
@bar_zie
@serverlessfan

Top Tweeters in G5:
@dd9000
@ayirpelle
@jchrispires
@miguelmcminn
@needhibhalla
@mapc
@sustaintrends
@kejames
@craken_maccraic
@dampscribbler

Top Tweeters in G6:
@fangirlsmash
@carlogubi
@askgerbil
@clinicalclasses
@cmorfakis
@zecohealth
@neorenfield
@lfvelezphd
@spkr2managers
@showoff_ebooks

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@bsupimp
@jj_angelus
@vicentelozadab
@ganjasmokercb
@drferdowsi
@scalarhumanity
@sminaev2015
@z_noboru

Top Tweeters in G8:
@lizditz
@discovertech3
@zebrafinch
@forbes
@rose_marie_holt
@die_primel
@nordbergvalerie
@digiphile
@jane__eden
@colonelclark

Top Tweeters in G9:
@joannecangal
@msavaarmstrong
@viralvideovlogs
@debeauxos1
@chuckw12
@softgrasswalker
@tintie4
@fuzzywuzzyto
@bruce_arthur
@dianneathome

Top Tweeters in G10:
@ginniasa
@redboybroken
@aspiemum
@elkehollings
@censelio
@gonzalobarria
@christoclifford
@moebius16
@black_cat46
@drjudystone


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