scicomm, Twitter, 12/8/2019 3:37:29 AM, 218373


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scicomm_2019-12-07_18-40-00.xlsx
scicomm_2019-12-07_18-40-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 08, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2qvrpBc
@scicommbot
@_open_science_
@agu_scicomm
@academicchatter
@sarahmackattack
@drkiki
@physicsj
@tweetledee2b
@femtech_
@skypescientist

Top hashtags:
#scicomm
#science
#sciart
#stem
#agu19
#sciencetwitter
#scicommjc
#womeninstem

Description:
Description
The graph represents a network of 4,798 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, 08 December 2019 at 02:42 UTC.

The requested start date was Sunday, 08 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 12-hour, 55-minute period from Tuesday, 03 December 2019 at 21:01 UTC to Friday, 06 December 2019 at 09:56 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 : 4798
Unique Edges : 6878
Edges With Duplicates : 2097
Total Edges : 8975
Number of Edge Types : 3
Mentions : 7821
Tweet : 845
Replies to : 309
Self-Loops : 845
Reciprocated Vertex Pair Ratio : 0.0496654275092937
Reciprocated Edge Ratio : 0.0946309675591444
Connected Components : 458
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 3467
Maximum Edges in a Connected Component : 7519
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.937734
Graph Density : 0.000306699607221166
Modularity : 0.697584
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,798 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, 08 December 2019 at 02:42 UTC.

The requested start date was Sunday, 08 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 12-hour, 55-minute period from Tuesday, 03 December 2019 at 21:01 UTC to Friday, 06 December 2019 at 09:56 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:
[31] https://buff.ly/387hin0
[12] http://bit.ly/2PgrZLI
[11] https://stonybrooku.taleo.net/careersection/2/jobdetail.ftl?job=1903836&tz=GMT-04:00&tzname=America/New_York
[8] https://twitter.com/lsmonster/status/1201832542611091456
[7] https://patreon.com/SkypeAScientist
[7] http://www.reddit.com/
[7] https://twitter.com/physicsJ/status/1201715049137442816
[6] https://twitter.com/CylitaGuy/status/1202629513802371072
[6] https://www.researchstash.com/2019/12/04/embo-global-investigator-network-winners-for-2019/
[6] https://twitter.com/helenbranswell/status/1202072097205436416

Top URLs in Tweet in G1:
[5] https://byq6z.app.goo.gl/2uKH6
[4] https://iiseagrant.org/new-podcast-series-teach-me-about-the-great-lakes/
[4] http://wp.me/pNy1x-1du
[4] https://twitter.com/esepcoalition/status/1202405319974047744
[4] https://ag.purdue.edu/climate/purdue-sf/
[3] https://twitter.com/lorengrush/status/1201902338212081671
[3] https://twitter.com/BaskingSharkSco/status/1202286927929581568
[3] https://patreon.com/SkypeAScientist?utm_medium=social&utm_source=twitter&utm_campaign=tyshare2
[3] http://ow.ly/kIzh50xplgL
[3] http://ow.ly/Ajbk50xpjZc

Top URLs in Tweet in G2:
[6] https://patreon.com/SkypeAScientist
[5] https://buff.ly/387hin0
[3] https://apic.ai/
[3] https://twitter.com/mnlimas/status/1202269017538326534
[3] https://spreadingfacts.pubpub.org/live
[2] https://twitter.com/lsmonster/status/1201832542611091456
[2] https://shar.es/a3vwUR
[2] https://mailchi.mp/9e03e1ba1626/conceptavision-enews-oct-2673299
[2] https://twitter.com/nevertoocurious/status/1202475484635791360
[2] https://advancement.gmu.edu/crowdfunding-crankyuncle

Top URLs in Tweet in G3:
[2] https://youtu.be/BYPZKXIfxdk
[2] https://twitter.com/lsmonster/status/1201832542611091456
[2] http://whatyouneedtoknowaboutnature.com/
[1] https://twitter.com/walesstem/status/1200010233558511616
[1] https://royalsociety.org/news/2019/12/david-attenborough-prize-2020/
[1] https://www.youtube.com/watch?v=cSOrnfL2jTA&feature=youtu.be

[1] https://twitter.com/comsciconatl/status/1201615423390834689
[1] https://twitter.com/kajaosterud/status/1202204665032695808
[1] https://twitter.com/pintofscienceAT/status/1198898411635953665
[1] https://holiday-2019.eventbrite.com/

Top URLs in Tweet in G4:
[4] https://twitter.com/CylitaGuy/status/1202629513802371072
[2] https://twitter.com/UCSDMedSchool/status/1201930828399267840
[1] https://twitter.com/cwdekeyzer/status/1202346056643690497
[1] https://bit.ly/33SSfkz
[1] https://comscicon.wedid.it
[1] https://twitter.com/ComSciConCAN/status/1202341639806697472
[1] https://twitter.com/LSmonster/status/1201832542611091456
[1] https://twitter.com/SoapboxSciVan/status/1194796887150219264
[1] https://twitter.com/theSTEMsquad/status/1202289727942090753
[1] https://twitter.com/realscientists/status/1200910115462889472?s=20

Top URLs in Tweet in G5:
[4] http://bit.ly/luckyleucine
[4] https://twitter.com/ottawahealth/status/1202221966628810753
[2] https://wt.social//
[1] https://www.udel.edu/udaily/2019/december/words-nerds-science-communication-dawn-fallik-joshua-zide/
[1] https://duke.is/89vjkQ
[1] https://twitter.com/sheril_/status/1202225435100270592
[1] http://bit.ly/isoleucinemsud
[1] http://bit.ly/2YftOMP
[1] http://bit.ly/2DKhACC
[1] http://bit.ly/2OROZkQ

Top URLs in Tweet in G6:
[6] https://www.researchstash.com/2019/12/04/embo-global-investigator-network-winners-for-2019/
[5] http://ow.ly/rEX150xrgGc
[4] https://www.researchstash.com/2019/12/05/scientists-made-a-healthy-ice-cream/
[2] http://ow.ly/iEb950xsghn
[2] http://ow.ly/RB8Z50xthcH
[2] http://B.Tech
[2] https://www.timesnownews.com/mirror-now/civic-issues/article/dead-rat-in-mid-day-meal-sends-nine-children-to-hospital-in-ups-muzaffarnagar/522440
[2] https://leapsmag.com/scientists-used-fruit-flies-to-quickly-develop-a-personalized-cancer-treatment-for-a-dying-man/
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03698-8
[2] https://www.scisoup.com/2019/12/a-new-paradigm-for-better-drug.html

Top URLs in Tweet in G7:
[2] https://twitter.com/pastramimachine/status/1201676749081235456
[2] https://wissenschaftkommuniziert.wordpress.com
[1] http://bit.ly/2OJS0Un
[1] https://pubs2pubs.wordpress.com/
[1] https://youtube.com/watch?v=J76FILcRZnM

[1] https://twitter.com/alexbrucesmith/status/1201774817034129408
[1] https://www.workcast.com/register?cpak=2684180439478766
[1] https://twitter.com/aprilpawluk/status/1201527618576760832
[1] https://twitter.com/EstOdek/status/1201940572690354176
[1] https://sci-why.blogspot.com/2019/11/the-capelin-are-rolling.html?spref=tw

Top URLs in Tweet in G8:
[4] https://amzn.to/2qqwXNt
[2] https://twitter.com/Julie_B92/status/1202143498687807489
[2] https://twitter.com/CylitaGuy/status/1202629513802371072
[1] https://twitter.com/RA_Ireland/status/1202747467235651585
[1] https://1000stemwomen.wixsite.com/home
[1] https://twitter.com/drrambio/status/1202454215341355008
[1] https://twitter.com/ashleyestenzel/status/1202696965861052417
[1] https://twitter.com/JulieSilverMD/status/1201847058984030208
[1] https://twitter.com/bruce_y_lee/status/1202215217846988800
[1] https://www.fastcompany.com/90438992/a-harrowing-study-of-46000-women-shows-hair-dyes-are-heavily-associated-with-cancer

Top URLs in Tweet in G9:
[4] https://twitter.com/marekkraft/status/1202548280045031426
[1] https://twitter.com/LaurieLuckritz/status/1201996251811721216
[1] https://link.springer.com/article/10.1007/s10919-019-00325-y
[1] https://twitter.com/PhutureDoctors/status/1202303027970887680
[1] https://www.facetsjournal.com/doi/full/10.1139/facets-2018-0002?cookieSet=1
[1] https://twitter.com/cylitaguy/status/1202629513802371072
[1] https://twitter.com/gregfoot/status/1149568729472102401
[1] https://www.ibiology.org/young-scientist/
[1] https://twitter.com/Revkin/status/1143262670487019520
[1] https://twitter.com/Radiolab/status/1202618721073860608

Top URLs in Tweet in G10:
[4] https://soundcloud.com/bridging-the-gaps
[2] https://twitter.com/pgrswansea/status/1202576095222075392
[2] https://twitter.com/lsmonster/status/1201832542611091456
[1] http://bit.ly/FETcomm
[1] https://twitter.com/sustainablecu/status/1201855603775344646
[1] https://europa.eu/!Nr76my
[1] https://twitter.com/WhatEarthPod/status/1202138860244885504
[1] https://twitter.com/cpnsrbija/status/1202602871633653760
[1] https://soundcloud.com/bridging-the-gaps/tim-maudlin-at-btg
[1] https://tinyurl.com/t5r8th3

Top Domains
Top Domains in Tweet in Entire Graph:
[431] twitter.com
[87] zpr.io
[72] bit.ly
[63] ow.ly
[47] buff.ly
[31] youtu.be
[28] youtube.com
[18] patreon.com
[15] okt.to
[13] nature.com

Top Domains in Tweet in G1:
[59] twitter.com
[33] ow.ly
[12] youtu.be
[5] patreon.com
[5] goo.gl
[5] sciteum.com
[4] iiseagrant.org
[4] wp.me
[4] purdue.edu
[3] zpr.io

Top Domains in Tweet in G2:
[50] twitter.com
[8] buff.ly
[8] zpr.io
[7] bit.ly
[6] patreon.com
[5] growkudos.com
[3] apic.ai
[3] asianscientist.com
[3] pubpub.org
[2] instagram.com

Top Domains in Tweet in G3:
[7] twitter.com
[2] youtu.be
[2] whatyouneedtoknowaboutnature.com
[2] vanderbilt.edu
[1] royalsociety.org
[1] youtube.com
[1] eventbrite.com
[1] google.com
[1] co.uk
[1] massivesci.com

Top Domains in Tweet in G4:
[14] twitter.com
[2] aaas.org
[1] bit.ly
[1] wedid.it
[1] smithsonianmag.com
[1] youtube.com
[1] thestemsquad.com
[1] eventbrite.ca
[1] uidaho.edu

Top Domains in Tweet in G5:
[12] twitter.com
[11] bit.ly
[2] udel.edu
[2] ow.ly
[2] wt.social
[1] duke.is
[1] patreon.com
[1] theconversation.com
[1] youtube.com
[1] forbes.com

Top Domains in Tweet in G6:
[17] ow.ly
[10] researchstash.com
[6] twitter.com
[2] ac.in
[2] doi.org
[2] b.tech
[2] timesnownews.com
[2] leapsmag.com
[2] nature.com
[2] scisoup.com

Top Domains in Tweet in G7:
[55] twitter.com
[4] bit.ly
[3] wordpress.com
[2] youtube.com
[2] blogspot.com
[2] ow.ly
[2] medium.com
[2] knepublishing.com
[2] youtu.be
[2] dlvr.it

Top Domains in Tweet in G8:
[19] twitter.com
[4] amzn.to
[2] nih.gov
[2] diversesources.org
[2] youtube.com
[1] wixsite.com
[1] fastcompany.com
[1] kickstarter.com
[1] instagram.com
[1] myrmecologicalnews.org

Top Domains in Tweet in G9:
[13] twitter.com
[1] springer.com
[1] facetsjournal.com
[1] ibiology.org
[1] royalsociety.org
[1] solutionsjournalism.org

Top Domains in Tweet in G10:
[9] twitter.com
[5] soundcloud.com
[1] bit.ly
[1] europa.eu
[1] tinyurl.com
[1] sissa.it
[1] ucm.es
[1] sapea.info

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2803] scicomm
[282] science
[138] sciart
[127] stem
[90] agu19
[89] sciencetwitter
[79] scicommjc
[78] womeninstem
[76] phdchat
[58] sauropod



Top Hashtags in Tweet in G1:
[269] scicomm
[87] agu19
[79] scicommjc
[23] science
[18] latinx
[16] scipol
[15] climatechange
[15] paleontology
[15] soless
[15] hispanics

Top Hashtags in Tweet in G2:
[376] scicomm
[20] stem
[18] science
[16] asm2019
[15] ibsfsa2019
[11] f19mrs
[10] research
[9] famelabsa
[9] famelab
[9] sciencetwitter

Top Hashtags in Tweet in G3:
[107] scicomm
[26] firstgen
[26] latinxinstem
[12] academicchatter
[11] phdchat
[9] academictwitter
[9] wocinstem
[9] africaninstem
[8] stem
[6] outreach

Top Hashtags in Tweet in G4:
[117] scicomm
[35] cscc20
[35] canada
[5] scicommto
[4] wildhealthhighlight
[3] academicchatter
[3] top4of2019
[3] givingtuesday
[3] twitter
[2] phdchat

Top Hashtags in Tweet in G5:
[102] scicomm
[15] 20daysofaminoacids
[11] spreadingfacts
[11] biochemistry
[11] 365daysofscience
[8] realtimechem
[5] science
[4] healthcomm
[3] stem
[2] aaas

Top Hashtags in Tweet in G6:
[55] scicomm
[14] sciencetwitter
[11] brain
[9] science
[8] neuroscience
[7] corals
[7] nervecells
[7] calcium
[7] monsoon
[6] sea

Top Hashtags in Tweet in G7:
[139] scicomm
[11] science
[4] chemistry
[3] phdchat
[3] research
[3] dataviz
[3] worldsoilday
[2] biotech
[2] sciencetwitter
[2] ecrchat

Top Hashtags in Tweet in G8:
[87] scicomm
[56] womeninstem
[14] science
[14] ant
[14] trophallaxis
[8] girlsinstem
[7] phdlife
[6] womeninscience
[6] jointausbio19
[6] academictwitter

Top Hashtags in Tweet in G9:
[47] scicomm
[3] cscc20
[3] primates
[3] moustaches
[3] beards
[3] primateplaytime
[3] primatweeps
[1] scream
[1] sustcomm

Top Hashtags in Tweet in G10:
[35] scicomm
[17] h2020
[9] podcasts
[7] research
[6] swafs
[5] communication
[5] rethinkerspace
[5] wallacecoffeetalks
[4] online
[4] trainings

Top Words
Top Words in Tweet in Entire Graph:
[4720] Words in Sentiment List#1: Positive
[1311] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[119271] Non-categorized Words
[125307] Total Words
[2776] #scicomm
[593] science
[308] more
[281] #science
[268] scientists

Top Words in Tweet in G1:
[269] #scicomm
[111] science
[99] agu_scicomm
[87] #agu19
[79] #scicommjc
[67] more
[65] scicomm_jc
[57] panel
[56] diversity
[48] next

Top Words in Tweet in G2:
[364] #scicomm
[98] science
[58] more
[43] jennimet
[41] research
[39] today
[38] masterclass
[36] talking
[34] year
[33] scientists

Top Words in Tweet in G3:
[107] #scicomm
[53] academicchatter
[52] tasia1409
[50] royalsociety
[48] award
[44] prize
[44] called
[44] royal
[44] society
[43] lsmonster

Top Words in Tweet in G4:
[117] #scicomm
[79] iâ
[77] job
[49] conference
[45] comsciconcan
[45] afro_herper
[41] cylitaguy
[40] grad
[40] looking
[40] start

Top Words in Tweet in G5:
[94] #scicomm
[36] drkiki
[27] people
[24] scicomm
[20] itâ
[19] biochem_bri
[17] lot
[17] iubmb
[16] influential
[14] research

Top Words in Tweet in G6:
[55] #scicomm
[43] edurafi
[38] scicomm_india
[23] researchers
[18] read
[18] researchstash
[17] students
[17] under
[17] work
[16] india_alliance

Top Words in Tweet in G7:
[139] #scicomm
[15] science
[13] more
[13] research
[11] #science
[10] good
[9] year
[8] use
[8] way
[8] time

Top Words in Tweet in G8:
[87] #scicomm
[56] #womeninstem
[21] important
[18] research
[18] check
[16] information
[15] shares
[15] science
[14] #science
[14] view

Top Words in Tweet in G9:
[77] scientific
[76] tweeting
[76] potential
[76] share
[76] information
[76] widely
[76] initial
[76] efforts
[76] gain
[76] gt

Top Words in Tweet in G10:
[35] #scicomm
[17] #h2020
[12] last
[11] project
[11] rea_research
[10] next
[10] science
[9] year
[9] recipe
[9] communicators

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[83] 000,followers
[82] light,speed
[82] speed,fast
[82] fast,slow
[82] slow,#scicomm
[82] tweeting,potential
[82] potential,share
[82] share,scientific
[82] scientific,information
[82] information,widely

Top Word Pairs in Tweet in G1:
[40] mark,ur
[40] ur,calendars
[40] calendars,hear
[40] hear,awesome
[40] awesome,panel
[40] panel,speak
[40] speak,science
[40] science,diversity
[40] diversity,#agu19
[40] #agu19,agu_scicomm

Top Word Pairs in Tweet in G2:
[29] #scicomm,masterclass
[13] science,communication
[11] join,#ibsfsa2019
[11] asian,scientist
[11] scientist,writing
[11] writing,prize
[11] prize,2019
[10] stellenboschuni,today
[10] jennimet,#scicomm
[10] hey,ucr

Top Word Pairs in Tweet in G3:
[44] royal,society
[43] dear,stars
[43] stars,#scicomm
[43] #scicomm,royalsociety
[43] royalsociety,prize
[43] prize,medal
[43] medal,award
[43] award,called
[43] called,royal
[43] society,david

Top Word Pairs in Tweet in G4:
[38] yâ,start
[38] start,looking
[38] looking,job
[38] job,iâ
[38] iâ,graduating
[38] graduating,summer
[38] summer,2021
[38] 2021,iâ
[38] iâ,job
[38] job,lined

Top Word Pairs in Tweet in G5:
[15] influential,people
[15] people,#scicomm
[14] drkiki,influential
[13] biochem_bri,iubmb
[10] genepark,darakass
[10] darakass,cbquist
[10] cbquist,nasa
[10] radiofreetom,billnye
[10] billnye,neiltyson
[8] fish_scientist,genepark

Top Word Pairs in Tweet in G6:
[14] #scicomm,#sciencetwitter
[13] media,help
[13] help,researchers
[13] researchers,overcome
[13] overcome,barriers
[13] barriers,communicating
[13] communicating,work
[13] work,next
[13] next,webinar
[13] webinar,ia

Top Word Pairs in Tweet in G7:
[4] bad,audio
[3] #scicomm,#science
[3] webinars,online
[3] online,courses
[3] science,communication
[2] interested,#scicomm
[2] youâ,re
[2] talks,#scicomm
[2] #scicomm,job
[2] excellent,replies

Top Word Pairs in Tweet in G8:
[14] check,view
[14] view,adria
[14] adria,leboeuf
[14] leboeuf,adriaexists
[14] adriaexists,#ant
[14] #ant,#trophallaxis
[14] #trophallaxis,shares
[14] shares,general
[14] general,information
[13] myrmecolnews,check

Top Word Pairs in Tweet in G9:
[76] tweeting,potential
[76] potential,share
[76] share,scientific
[76] scientific,information
[76] information,widely
[76] widely,initial
[76] initial,efforts
[76] efforts,gain
[76] gain,gt
[76] gt,000

Top Word Pairs in Tweet in G10:
[9] recipe,#h2020
[9] #h2020,project
[9] project,communicators
[9] communicators,always
[9] always,works
[9] works,ž
[9] ž,select
[9] select,best
[9] best,tools
[9] tools,channels

Top Replied-To
Top Replied-To in Entire Graph:
@scicomm_jc
@lisalundgren21
@drkiki
@afro_herper
@jtuttlekeane
@tasia1409
@mariyav_phd
@edurafi
@aditisg
@puprescouncil

Top Replied-To in G1:
@scicomm_jc
@lisalundgren21
@jtuttlekeane
@mariyav_phd
@aditisg
@missashes92
@puprescouncil
@drwendyrocks
@joannascience
@theterbush

Top Replied-To in G2:
@tossgas
@robinglisjma
@zoologymolly
@wiidab
@drkiki
@engelbriewe
@nfanunavut
@wwfca_scicomm
@dr_niamh_shaw

Top Replied-To in G3:
@tasia1409
@pipetteprincesa
@phuturedoctors
@circe_verba
@alicejanegray
@tullio_rossi
@drhabones
@afsoonazadi
@ca_astrocomm
@pessimisticphd

Top Replied-To in G4:
@afro_herper
@cylitaguy
@impaktsci
@pintofscienceca
@matif_r
@thetimes
@doctorzedd
@askpippa

Top Replied-To in G5:
@drkiki
@iubmb
@sheril_
@dfallik
@alexcartaz
@michaelbuckelew
@untamedscience
@fish_scientist
@sciencebase
@brossardd

Top Replied-To in G6:
@edurafi
@venadavenu
@shahiprashar1
@prashantmlsm
@zafindian
@csircftri
@scicomm_india
@indiaimfs
@nipgrsocial

Top Replied-To in G8:
@ca_astrocomm
@crighent
@sydney_uni
@bat_biomes
@dpdaaf
@thatericalper

Top Replied-To in G9:
@hottenmoog
@drhabones
@revkin
@mikamckinnon

Top Mentioned
Top Mentioned in Entire Graph:
@agu_scicomm
@physicsj
@nikirust
@chrisleaman_
@academicchatter
@primary_immune
@royalsociety
@g4mma
@doublebeam
@tasia1409

Top Mentioned in G1:
@agu_scicomm
@scicomm_jc
@aditisg
@theagu
@lisalundgren21
@drwendyrocks
@ucsusa
@joannascience
@taxpayerscience

Top Mentioned in G2:
@jennimet
@stellenboschuni
@marinajoubert
@skypescientist
@nrf_saasta
@zoologymolly
@melvitodd

Top Mentioned in G3:
@academicchatter
@royalsociety
@tasia1409
@lsmonster
@phuturedoctors
@ca_astrocomm
@pipetteprincesa
@stemventurist
@hotiferdiana
@garethm

Top Mentioned in G4:
@comsciconcan
@cylitaguy
@afro_herper
@christineliuart
@comscicon
@kaylee_byers
@uoft
@scicommto
@alexgelle

Top Mentioned in G5:
@drkiki
@biochem_bri
@billnye
@iubmb
@neiltyson
@sarahmackattack
@udelaware
@nasa
@genepark
@darakass

Top Mentioned in G6:
@edurafi
@scicomm_india
@india_alliance
@prakashlab
@iavi
@teamfoldscope
@venadavenu
@sciresmatters
@researchstash
@chukkukkapi

Top Mentioned in G7:
@echoechor
@gkalinkat
@mattkuhndvm
@highscicomm

Top Mentioned in G8:
@adriaexists
@myrmecolnews
@bethlinas
@sydney_uni
@yorkuniversity
@sarah_mojarad
@sci_siren
@twitter
@brock_hedges
@drrambio

Top Mentioned in G9:
@nikirust
@mikamckinnon
@drhabones
@dnatimetravel
@khayhoe
@pintofscienceca
@rkrulwich
@morbachzina
@martijnpeters_
@ehmee

Top Mentioned in G10:
@rea_research
@rethinkscicomm
@conciseeu
@whatearthpod
@lloydhop
@btg_ie
@emmabrisdion
@caromoreca
@swanscience
@rociocastrilloc

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@dichristine
@edinburghwatch
@roblwilson
@chidambara09
@chuddles11
@saragomezaranci
@trishpalmeryvr
@gmanews
@sallyrmelb

Top Tweeters in G1:
@dichristine
@schenck
@artcollisions
@needhibhalla
@kolie_yola
@sandygrains
@marieannelecler
@sfchronicle
@ybudooy
@paleophile

Top Tweeters in G2:
@gmanews
@nytimes
@neolithicsheep
@nmbs
@embracethecoda
@stephaniekays
@_open_science_
@abhinavpoonia
@google
@techreview

Top Tweeters in G3:
@academicchatter
@mr_insanity97
@maelorin
@dayindayoutpeck
@bg_grace
@laurajmg
@nyawiranjoroge
@birder_katie
@danirabaiotti
@thesiswhisperer

Top Tweeters in G4:
@thetimes
@crawlieswithcri
@daniellegembala
@sirforde
@snarkylicious
@tiellover
@smithsonianmag
@weegee56
@smudgiesmom
@prancingpapio

Top Tweeters in G5:
@bluebirdtrini
@radiofreetom
@fairuse
@tetzoo
@nobrtshnyobjs
@conversationuk
@cirquelar
@philj_rose
@psyoureanidiot
@deborahblum

Top Tweeters in G6:
@shefvaidya
@bhekisisa_mg
@snoozemode_
@gaonconnection
@drskrath
@pallavisms
@powerofyogesh
@coloradostateu
@payal_rohatgi
@chukkukkapi

Top Tweeters in G7:
@war_kittens
@neorenfield
@snowhydro
@drtatianaporto5
@2footgiraffe
@sta
@rjmlaird
@kellybrenner
@muneraisfab
@squirrelbeer23

Top Tweeters in G8:
@femtech_
@forbes
@pash22
@lobs
@thatericalper
@drrubidium
@itativcs
@jacquelyngill
@lmegaparsec
@hagsie

Top Tweeters in G9:
@roblwilson
@gabe55gabe
@shyduroff
@beccanalia
@die_primel
@photolawn
@amcell
@catherineq
@muddybike
@eyemagistus

Top Tweeters in G10:
@gvalan
@neilhimself
@brainpicker
@ronald_vanloon
@scieducation1
@antgrasso
@eu_commission
@ghizzi_d
@jgrobicki
@fecyt_ciencia