scicomm, Twitter, 1/4/2021 12:53:06 AM, 244753


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scicomm_2021-01-03_12-45-01.xlsx
scicomm_2021-01-03_12-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 04, 2021
Short Description:
scicomm via NodeXL https://bit.ly/2Lm6Ilu
@b0tsci
@scicommbot
@braincures
@saskiapopescu
@pj_saez
@scicomm_india
@friel
@caulfieldtim
@do_kinder
@deepgreendesign

Top hashtags:
#scicomm
#covid19
#science
#sciart
#womeninstem
#openscience
#newyear2021
#cdnpoli

Description:
Description
The graph represents a network of 5,865 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, 03 January 2021 at 20:54 UTC.

The requested start date was Sunday, 03 January 2021 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 6-day, 0-hour, 22-minute period from Monday, 28 December 2020 at 00:27 UTC to Sunday, 03 January 2021 at 00:50 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 : 5865
Unique Edges : 5604
Edges With Duplicates : 14575
Total Edges : 20179
Number of Edge Types : 5
Retweet : 5453
MentionsInRetweet : 9499
Mentions : 3617
Replies to : 515
Tweet : 1095
Self-Loops : 1170
Reciprocated Vertex Pair Ratio : 0.0411424006391053
Reciprocated Edge Ratio : 0.0790331862651065
Connected Components : 232
Single-Vertex Connected Components : 100
Maximum Vertices in a Connected Component : 5302
Maximum Edges in a Connected Component : 19487
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.712499
Graph Density : 0.000303148722565128
Modularity : 0.426032
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,865 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, 03 January 2021 at 20:54 UTC.

The requested start date was Sunday, 03 January 2021 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 6-day, 0-hour, 22-minute period from Monday, 28 December 2020 at 00:27 UTC to Sunday, 03 January 2021 at 00:50 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:
[40] https://www.degruyter.com/view/journals/jib/16/3/article-20190005.xml
[39] http://biorxiv.org/lookup/doi/10.1101/607390
[18] https://scicomm.plos.org/2020/12/23/top-9-discoveries-in-human-evolution-2020-edition/#.X-kVXU5YjsU.twitter
[14] https://rri-tools.eu/-/the-debunking-handbook-2020
[11] https://ncse.ngo/making-sense-biology
[10] https://news.wisc.edu/how-to-communicate-with-students-about-covid-19-according-to-science/
[10] https://twitter.com/JohnsHopkinsSPH/status/1343929017762779136
[10] https://www.boldedscience.com/faq.html
[10] https://www.instagram.com/accounts/login/
[10] https://winterinantarctica.com/

Top URLs in Tweet in G1:
[14] https://rri-tools.eu/-/the-debunking-handbook-2020
[9] https://news.wisc.edu/how-to-communicate-with-students-about-covid-19-according-to-science/
[9] https://researchmatters.in/news/popular-stories-research-matters-during-2020
[7] https://www.nasw.org/article/science-writers-urged-tell-stories-include-indigenous-perspectives
[6] https://www.nap.edu/resource/sbs/interactive/
[6] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2020JF005700
[6] https://comscicon.com/news/so-what-do-you-really-do-grad-student%E2%80%99s-guide-effective-science-communication
[5] https://twitter.com/erinwinick/status/1341772632048463872
[4] https://www.state.gov/dipnote-u-s-department-of-state-official-blog/whats-up-with-heritage-science/
[4] https://www.thebookseller.com/blogs/we-urgently-need-more-positive-cli-fi-1231011

Top URLs in Tweet in G2:
[7] https://winterinantarctica.com/
[5] https://globalplantcouncil.org/making-your-plant-science-communication-understandable/
[5] https://docs.google.com/forms/d/e/1FAIpQLSfsfcN4mj5Xqu2NbF2-Kusxw0J3eLkBl6qEI2KEzb_TeDVw6A/viewform?usp=send_form
[4] https://scicomm.plos.org/2020/09/01/a-thriller-author-talks-about-how-to-sell-science/#.X_Ajk4H6H7s.twitter
[4] https://www.youtube.com/watch?v=giX8kJeQ3qA&feature=youtu.be

[4] https://twitch.tv/sciencestreams
[3] https://scicomm.plos.org/2020/12/23/top-9-discoveries-in-human-evolution-2020-edition/
[3] https://www.youtube.com/watch?v=7TXgRLgYtfM&feature=youtu.be

[3] https://www.fwam.com.au/join-us/famelab-2021/
[3] http://asip2021.asip.org/

Top URLs in Tweet in G3:
[2] https://www.compoundchem.com/2020/12/02/rna-vaccines/
[1] https://twitter.com/DogAgingProject/status/1345083935659855874
[1] https://twitter.com/kevinnbass/status/1343831620546080770
[1] https://twitter.com/ProfFeynman/status/1343590343686586372
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-03394-y
[1] https://www.sciencemag.org/news/2019/11/nsf-unwittingly-hired-professor-guilty-bullying-highlighting-pass-harasser-problem
[1] https://www.nature.com/immersive/d41586-020-03435-6/index.html
[1] https://www.timeshighereducation.com/opinion/ten-rules-succeeding-academia-through-upward-toxicity
[1] https://lnkd.in/dSE2P99
[1] https://jezebel.com/academias-shitty-men-list-has-around-2-000-entries-deta-1821991028

Top URLs in Tweet in G4:
[5] https://sicbannualmeeting.pathable.co/meetings/virtual/bMwx8DafiHa2iksWW
[5] https://sicbannualmeeting.pathable.co/meetings/virtual/MFCiu7qmm3FvezvSj
[4] https://www.anoleannals.org/?p=34548
[2] https://twitter.com/ScienceFest/status/1343624182714703873
[1] https://www.gla.ac.uk/media/Media_723442_smxx.pdf
[1] https://twitter.com/CVRHutchinson/status/1265554278766297089?s=20
[1] https://twitter.com/onisillos/status/1345468047579099142
[1] https://www.newyorker.com/magazine/2020/08/31/did-pangolins-start-the-coronavirus-pandemic
[1] https://docs.google.com/forms/d/e/1FAIpQLScrIWfrV3Ch3XXhAVtaa90TW3ALxA1O0NzNpSEkxmGmTRhpqw/viewform?usp=send_form
[1] https://docs.google.com/forms/d/e/1FAIpQLSeslZ7ms0NhOXFi8UISW9f1jLJInr3yFZIL4UiQUUPGbzjTgg/viewform?usp=send_form

Top URLs in Tweet in G5:
[4] https://chemforyourlife.transistor.fm/subscribe
[4] https://lifeology.io/december-describe-your-science-career-scicomm-challenge/
[3] https://www.iamafricanandican.com/blog/zlymo2ux7j0xxxqzo3yhosrfwaytw3
[3] https://twitter.com/inavandebroek/status/1344047617140002816
[3] http://biorxiv.org/lookup/doi/10.1101/607390
[3] https://www.instagram.com/accounts/login/
[2] https://www.bridgingthegaps.ie/
[2] https://twitter.com/Noahpinion/status/1343651774830284800
[2] https://www.degruyter.com/view/journals/jib/16/3/article-20190005.xml
[2] https://twitter.com/is_this_science/status/1344730434324877312

Top URLs in Tweet in G6:
[2] https://docs.google.com/forms/d/e/1FAIpQLScZyPEHTZ4QKFrNDZix-mhv3_Iy7-KXKvAw9RjdWvSstz8k9w/viewform?usp=send_form
[1] https://twitter.com/LabMuffin/status/1344096527476617216
[1] https://twitter.com/johnshopkinssph/status/1343929017762779136
[1] https://twitter.com/EpiEllie/status/1342931552146235402

Top URLs in Tweet in G7:
[3] https://www.instagram.com/accounts/login/
[1] https://twitter.com/EDGEinthewild/status/1345191837263282176
[1] https://www.darwinsdoor.co.uk/interviews/talking-with-cameron-muskelly.html

Top URLs in Tweet in G8:
[2] https://twitter.com/SarahBAndrea/status/1340309891307761664
[2] https://www.medrxiv.org/content/10.1101/2020.12.18.20248434v1
[1] https://twitter.com/ForbesScience/status/1302723362330943488
[1] https://www.dw.com/p/3nOMy?maca=en-Twitter-sharing
[1] https://www.forbes.com/sites/brucelee/2021/12/27/super-gonorrhea-may-be-spreading-from-antibiotic-overuse-for-covid-19-coronavirus/
[1] https://www.forbes.com/sites/brucelee/2020/11/08/how-long-are-you-contagious-with-covid-19-asymptomatic-woman-sheds-coronavirus-for-70-days/
[1] https://twitter.com/sarahbandrea/status/1345428302081753088
[1] https://twitter.com/soniaboender/status/1344960382482456576
[1] https://twitter.com/soniaboender/status/1345004994026733568
[1] https://emojipedia.org/search/?q=Vaccin

Top URLs in Tweet in G9:
[1] https://www.sciencedirect.com/science/article/abs/pii/S0378874120333791?dgcid=author
[1] https://twitter.com/docmmiller/status/1345011715654770688
[1] https://twitter.com/xkcdComic/status/1340071757525311488

Top URLs in Tweet in G10:
[2] https://twitter.com/JohnsHopkinsSPH/status/1343929017762779136
[1] https://scicomm.plos.org/2020/12/15/talking-about-science-in-a-pandemic-a-golden-opportunity-for-science-communication/
[1] https://twitter.com/KassidyArena/status/1343954244521455618

Top Domains
Top Domains in Tweet in Entire Graph:
[523] twitter.com
[151] youtube.com
[51] plos.org
[40] degruyter.com
[39] biorxiv.org
[31] wiley.com
[29] thesciencebreaker.org
[26] google.com
[23] instagram.com
[23] libsyn.com

Top Domains in Tweet in G1:
[166] twitter.com
[54] youtube.com
[30] wiley.com
[14] rri-tools.eu
[10] researchmatters.in
[9] wisc.edu
[8] agu.org
[8] plos.org
[7] nasw.org
[6] scientificamerican.com

Top Domains in Tweet in G2:
[120] twitter.com
[36] youtube.com
[10] plos.org
[10] winterinantarctica.com
[8] google.com
[8] ac.uk
[6] globalplantcouncil.org
[6] scicommforeveryone.com
[4] asip.org
[4] thefemalescientist.com

Top Domains in Tweet in G3:
[4] nature.com
[3] twitter.com
[2] linkedin.com
[2] co.uk
[2] compoundchem.com
[1] sciencemag.org
[1] timeshighereducation.com
[1] lnkd.in
[1] jezebel.com
[1] theguardian.com

Top Domains in Tweet in G4:
[13] pathable.co
[7] twitter.com
[5] anoleannals.org
[3] ac.uk
[3] google.com
[1] newyorker.com
[1] acs.org
[1] artscioregon.com
[1] microbialmenagerie.com
[1] microbiologyresearch.org

Top Domains in Tweet in G5:
[20] twitter.com
[6] youtube.com
[4] transistor.fm
[4] lifeology.io
[3] iamafricanandican.com
[3] biorxiv.org
[3] instagram.com
[3] nationalgeographic.com
[2] bridgingthegaps.ie
[2] google.com

Top Domains in Tweet in G6:
[3] twitter.com
[2] google.com

Top Domains in Tweet in G7:
[3] instagram.com
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G8:
[7] twitter.com
[3] forbes.com
[2] wolterskluwer.com
[2] medrxiv.org
[1] dw.com
[1] emojipedia.org
[1] medium.com
[1] sfchronicle.com
[1] topeditsci.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] sciencedirect.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] plos.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3317] scicomm
[369] covid19
[360] science
[180] sciart
[142] womeninstem
[131] openscience
[129] newyear2021
[116] cdnpoli
[116] sciencetwitter
[112] southgeorgiaisland



Top Hashtags in Tweet in G1:
[1015] scicomm
[114] science
[70] covid19
[64] sciart
[28] scicommershighlights2020
[27] climatechange
[27] scipol
[27] sciengage
[26] sciencetwitter
[26] xmaslectures

Top Hashtags in Tweet in G2:
[595] scicomm
[72] science
[59] sciencetwitter
[57] phdchat
[45] academictwitter
[42] academicchatter
[34] sciart
[31] stem
[28] covid19
[22] mondaymingle

Top Hashtags in Tweet in G3:
[22] scicomm
[4] bullying
[4] researchculture
[3] science
[3] stemtoo
[2] professor
[2] drtedros
[2] verenamohaupt
[2] gonzalomoratorio
[2] adiutarini

Top Hashtags in Tweet in G4:
[119] scicomm
[68] teamfish
[22] science
[13] researchasart
[12] lifecycleweek
[11] biology
[7] fish
[7] sciencefest
[6] sars
[6] virtual

Top Hashtags in Tweet in G5:
[96] scicomm
[44] womeninstem
[17] covid19
[9] science
[9] datascience
[8] stem
[8] womeninscience
[6] publichealth
[6] geologist
[6] data

Top Hashtags in Tweet in G6:
[101] newyear2021
[101] cellmigration
[34] schoolhouserock
[34] imjustabill
[6] scicomm
[2] science
[1] cellcomm
[1] uke_hh
[1] cellbiology
[1] sciencetwitter

Top Hashtags in Tweet in G7:
[70] archaeopteryx
[14] scicomm
[8] sciart
[6] spaceart
[4] paleoart
[3] asteroidday
[3] space
[3] europa
[3] enceladus
[3] uranus

Top Hashtags in Tweet in G8:
[52] scicomm
[32] epitwitter
[18] coronavirus
[15] covidー19
[15] epicookiechallenge
[11] location
[11] proximity
[11] time
[10] angelamerkel
[9] medtwitter

Top Hashtags in Tweet in G9:
[33] scicomm
[12] gratitude
[10] inpst
[8] happynewyear
[3] academictwitter
[2] some4surgery
[2] some4
[2] some4pedsurg
[2] some4iqlatam
[2] ehealth

Top Hashtags in Tweet in G10:
[72] misinformation
[70] 5g
[54] scicomm
[2] covid
[2] vaccine
[1] infographic
[1] newbooks
[1] sciencenotsilence

Top Words
Top Words in Tweet in Entire Graph:
[3306] #scicomm
[972] 2020
[912] year
[867] science
[451] more
[405] 2021
[394] scicomm
[372] one
[370] #covid19
[362] #science

Top Words in Tweet in G1:
[1013] #scicomm
[294] science
[251] year
[222] 2020
[170] more
[115] #science
[111] learn
[101] great
[92] one
[90] 2021

Top Words in Tweet in G2:
[587] #scicomm
[205] science
[165] year
[97] 2020
[92] scicomm
[90] more
[88] openacademics
[82] 2021
[79] help
[78] one

Top Words in Tweet in G3:
[23] bulliescampaign
[22] #scicomm
[20] jeremyfarrar
[19] thepeopleshubuk
[19] delusionalacad1
[19] psychmh
[19] tracyboylin
[16] bullyingalberta
[14] do_kinder
[13] rossthomson26

Top Words in Tweet in G4:
[119] #scicomm
[72] guess
[70] game
[70] eel
[68] #teamfish's
[68] try
[68] true
[68] order
[66] friel
[55] #

Top Words in Tweet in G5:
[95] #scicomm
[44] #womeninstem
[25] year
[25] great
[18] scientist
[18] support
[17] science
[17] voice
[17] #covid19
[17] lifeologyapp

Top Words in Tweet in G6:
[102] cells
[101] let's
[101] start
[101] #newyear2021
[101] #cellmigration
[101] moving
[101] heal
[101] wound
[101] observed
[101] under

Top Words in Tweet in G7:
[73] life
[73] model
[71] size
[70] design
[70] draft
[70] #archaeopteryx
[70] colezoology
[70] colemm2019
[70] completing
[69] paleocreations

Top Words in Tweet in G8:
[52] #scicomm
[38] 2021
[35] work
[33] forbes
[32] #epitwitter
[27] 2020
[27] epiellie
[27] soniaboender
[26] vaccinologist
[24] please

Top Words in Tweet in G9:
[112] sminaev2015
[110] holistic_hlth
[109] _atanas_
[109] healthyfellow
[109] devkota_hp
[107] _inpst
[107] erlesen
[107] nathantwala
[107] cosseaton
[104] marcoalbuja

Top Words in Tweet in G10:
[108] 2020
[81] vaccines
[75] much
[72] #misinformation
[72] year
[70] everyone
[70] agree
[70] filled
[70] bunk
[70] #5g

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[128] covid,19
[125] end,2020
[121] sminaev2015,devkota_hp
[119] _inpst,erlesen
[119] erlesen,healthyfellow
[119] devkota_hp,cosseaton
[119] cosseaton,holistic_hlth
[113] healthyfellow,marcoalbuja
[112] take,time
[112] _atanas_,_inpst

Top Word Pairs in Tweet in G1:
[65] learn,more
[49] plain,language
[48] language,summary
[40] #science,#scicomm
[39] covid,19
[33] science,communication
[29] #scicomm,#science
[28] happy,year
[28] #scicomm,#scicommershighlights2020
[25] #scicomm,#sciart

Top Word Pairs in Tweet in G2:
[29] #scicomm,#sciencetwitter
[25] happy,year
[24] covid,19
[22] #mondaymingle,skillsets
[22] skillsets,something
[22] something,help
[22] help,teach
[22] teach,others
[21] openacademics,#mondaymingle
[21] others,somethi

Top Word Pairs in Tweet in G3:
[19] thepeopleshubuk,delusionalacad1
[19] delusionalacad1,psychmh
[19] psychmh,tracyboylin
[15] bullyingalberta,jeremyfarrar
[15] jeremyfarrar,bulliescampaign
[11] do_kinder,bullyingalberta
[11] tracyboylin,rossthomson26
[9] bulliescampaign,researchbysave
[9] forsymp,dohadebates
[9] bulliescampaign,thepeopleshubuk

Top Word Pairs in Tweet in G4:
[68] #scicomm,game
[68] game,try
[68] try,guess
[68] true,eel
[68] eel,order
[53] welcome,inaugural
[53] inaugural,edition
[53] edition,#teamfish's
[53] #teamfish's,#scicomm
[53] guess,true

Top Word Pairs in Tweet in G5:
[15] support,letterspresci
[14] submission,support
[11] #scicomm,#womeninstem
[11] #womeninstem,#scicomm
[11] book,cultural
[11] cultural,history
[11] history,talking
[11] talking,computers
[11] computers,computer
[11] computer,voice

Top Word Pairs in Tweet in G6:
[101] let's,start
[101] start,#newyear2021
[101] #newyear2021,#cellmigration
[101] #cellmigration,cells
[101] cells,moving
[101] moving,heal
[101] heal,wound
[101] wound,observed
[101] observed,under
[101] under,microscope

Top Word Pairs in Tweet in G7:
[70] design,draft
[70] draft,life
[70] life,size
[70] size,#archaeopteryx
[70] #archaeopteryx,model
[70] model,colezoology
[70] colezoology,colemm2019
[70] colemm2019,completing
[69] paleocreations,design
[47] one,clients

Top Word Pairs in Tweet in G8:
[23] instead,blood
[23] blood,dripping
[23] dripping,syringe
[23] syringe,please
[23] please,accurate
[23] accurate,vaccin
[23] vaccin,emoji
[23] emoji,2021
[23] 2021,needs
[22] soniaboender,instead

Top Word Pairs in Tweet in G9:
[107] sminaev2015,devkota_hp
[105] _inpst,erlesen
[105] erlesen,healthyfellow
[105] devkota_hp,cosseaton
[105] cosseaton,holistic_hlth
[100] healthyfellow,marcoalbuja
[99] nathantwala,sminaev2015
[98] _atanas_,_inpst
[94] marcoalbuja,nathantwala
[90] holistic_hlth,mrlifescience1

Top Word Pairs in Tweet in G10:
[70] everyone,agree
[70] agree,2020
[70] 2020,year
[70] year,filled
[70] filled,#misinformation
[70] #misinformation,much
[70] much,bunk
[70] bunk,#5g
[70] #5g,bioweapons
[70] bioweapons,vaccines

Top Replied-To
Top Replied-To in Entire Graph:
@dee_scicomm
@openacademics
@scicomm_grad
@rockitsage
@_inpst
@nipgrsocial
@smosadotcom
@_atanas_
@agu_scicomm
@bullyingalberta

Top Replied-To in G1:
@edurafi
@jewel_crush_axe
@sophtalkssci
@meredithschmehl
@hankgreen
@julieannvilla7
@ri_science
@mcnisbet
@simon_sat
@smosadotcom

Top Replied-To in G2:
@openacademics
@scicomm_grad
@nipgrsocial
@cogito137
@ytacademics
@tdotrenae
@agu_scicomm
@lzqibwrxympcbh4
@imlipsa
@rachelhyau

Top Replied-To in G3:
@bullyingalberta
@1752group
@gidmk
@morimahmoudi
@nature
@do_kinder
@richardjparfitt
@evi1603
@dbetteracademia

Top Replied-To in G4:
@sapanav
@yara_haridy
@jw_tsang
@berondam
@mtanichthys

Top Replied-To in G5:
@edyong209
@bethlinas
@khoney
@betheyre3

Top Replied-To in G8:
@alvie_barr
@ariefwi48645487
@choo_ek
@jaquelynjahn
@soniaboender

Top Replied-To in G9:
@_inpst
@_atanas_
@dhpsp
@opsore
@juliomayol

Top Replied-To in G10:
@wjsullivan
@peterhotez
@jaimeeleewatts

Top Mentioned
Top Mentioned in Entire Graph:
@sminaev2015
@deepgreendesign
@agu_scicomm
@pierre_markuse
@holistic_hlth
@healthyfellow
@devkota_hp
@cosseaton
@erlesen
@nathantwala

Top Mentioned in G1:
@agu_scicomm
@deepgreendesign
@mcnisbet
@ri_science
@youtube
@brossardd
@washingtonpost
@joesbigidea
@twitter
@scheufele

Top Mentioned in G2:
@academicchatter
@openacademics
@scicomm_india
@dbtindia
@sarah_mojarad
@agu_scicomm
@scicommbot
@phdforum
@ryansscience
@renuswarup

Top Mentioned in G3:
@bulliescampaign
@jeremyfarrar
@thepeopleshubuk
@delusionalacad1
@psychmh
@tracyboylin
@rossthomson26
@do_kinder
@bullyingalberta
@forsymp

Top Mentioned in G4:
@friel
@artbiocollab
@matteofarinella
@michaelpollan
@i
@artscioregon
@cvrhutchinson
@underdonecomics
@yara_haridy
@scient_art

Top Mentioned in G5:
@lifeologyapp
@edyong209
@letterspresci
@bethlinas
@lizwfab
@dearpandemic
@natgeo
@westbigdatahub
@bendyscientist
@abtagenda

Top Mentioned in G6:
@pj_saez
@futuredocs
@wimsummit
@cellmigration
@cellcommlab
@iamtrask

Top Mentioned in G7:
@colezoology
@colemm2019
@paleocreations
@mosasaurologist
@paleocameron
@darwinsdoor
@spaceboffin
@_paleogeek_
@notpedroandrade
@alexzandriaple1

Top Mentioned in G8:
@forbes
@epiellie
@soniaboender
@vaccinologist
@uwolivier14
@bruce_y_lee
@olihealthorg
@sarahbandrea
@drjudystone
@choo_ek

Top Mentioned in G9:
@sminaev2015
@holistic_hlth
@healthyfellow
@devkota_hp
@cosseaton
@erlesen
@nathantwala
@marcoalbuja
@_atanas_
@_inpst

Top Mentioned in G10:
@caulfieldtim
@wjsullivan
@peterhotez
@aphaphn
@melanie_peffer
@mikesmythnews
@cknw
@scicommplos
@kassidyarena
@talkingbiotech

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@sectest9
@marshawright
@rk70534
@chidambara09
@mhall55nine
@femtech_
@latercera
@madfall1213
@john1966olsen

Top Tweeters in G1:
@lizditz
@animatorspal
@bbcnews
@pink1963dsw
@washingtonpost
@sfdirewolf
@tinu
@crawlieswithcri
@nyfarmer
@epuujee

Top Tweeters in G2:
@indiatoday
@reuters
@jeannie_hartley
@bexxmodd
@bbcworld
@tarundsnaol
@l1ght3n
@pash22
@rstatstweet
@academicchatter

Top Tweeters in G3:
@marshawright
@googleexpertuk
@nicochan33
@drumeshprabhu
@funder
@thetimes
@wendyeslater
@wef
@rossthomson26
@timeshighered

Top Tweeters in G4:
@frecklesxx20
@nora_kuragen
@haltaq
@l92350c1q4s0w1
@birdtrees
@cccp_miruky
@eveakane
@axman643
@aapremlall
@nyunaisuzume314

Top Tweeters in G5:
@femtech_
@igallupd
@kane007
@bprophetable
@lawrenceconnol2
@jchrispires
@theatlantic
@manifattura40
@edyong209
@spud01au

Top Tweeters in G6:
@juanmuriangoski
@faithfortune99
@wordfinga
@tomvarghesejr
@michaeldambold
@asthehospturns
@navyceelz
@galactapoor
@its_outta_here
@cannabisfairy69

Top Tweeters in G7:
@ken_crichlow
@shitake_reverse
@robbychu
@get_away_trike
@annaanthro
@cartoonico
@jazzysid
@randomutfan
@tetzoo
@wamirul

Top Tweeters in G8:
@avocalistsrival
@forbes
@drjudystone
@tujyekunywa
@mysicksadlife
@walrathis
@sfchronicle
@josephinestr21
@saylahachey
@healthpolicygrp

Top Tweeters in G9:
@madrynha2012
@jj_angelus
@marciasgreen
@vicentelozadab
@drtommartinphd
@drferdowsi
@conniealfonso5
@sminaev2015
@grawoig
@cosseaton

Top Tweeters in G10:
@jhamby
@angels_xr
@1jasliz
@jhy001
@doritmi
@alain_co
@akimcampbell
@cknw
@chronicpaindad
@iowhawk


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