open science, Twitter, 8/27/2019 8:07:05 PM, 207915


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open science_2019-08-27_07-16-31.xlsx
open science_2019-08-27_07-16-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 27, 2019
Short Description:
open science via NodeXL http://bit.ly/2NCuEjm
@_open_science_
@maximebernier
@friendsoscience
@r0samond
@myrmoteras
@_astro_nerd_
@spencerbronte
@nih
@justbementalist
@nembotavy_0101

Top hashtags:
#scicomm
#science
#openscience
#oa
#openaccess
#inspireawards

Description:
Description
The graph represents a network of 6,860 Twitter users whose tweets in the requested range contained "open science", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 27 August 2019 at 14:18 UTC.

The requested start date was Tuesday, 27 August 2019 at 00:01 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 4-day, 9-hour, 22-minute period from Thursday, 22 August 2019 at 14:38 UTC to Tuesday, 27 August 2019 at 00:00 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 : 6860
Unique Edges : 8107
Edges With Duplicates : 1663
Total Edges : 9770
Number of Edge Types : 3
Tweet : 1295
Mentions : 7950
Replies to : 525
Self-Loops : 1295
Reciprocated Vertex Pair Ratio : 0.0299185254441031
Reciprocated Edge Ratio : 0.0580988198677214
Connected Components : 1278
Single-Vertex Connected Components : 429
Maximum Vertices in a Connected Component : 2352
Maximum Edges in a Connected Component : 4663
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.178292
Graph Density : 0.000163879935578672
Modularity : 0.792432
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[57] https://twitter.com/robertkiley/status/1164888607624245248
[37] http://www.sciencedirect.com/science/authShare/S0895435619300162/20190822T220500Z/1?md5=50bbd9dc6eb12f43565d4ee1228de202&dgcid=coauthor
[35] https://lupinepublishers.com/medical-science-journal/fulltext/an-anti-inflammatory-adrenocorticalsteroid-hydrocortisonesodiumsuccinate.ID.000121.php
[27] https://lupinepublishers.com/dairy-veterinary-science-journal/fulltext/shigellosis-its-prevention-and-management-issues.ID.000121.php
[19] https://www.timeshighereducation.com/opinion/collaboration-key-open-access-and-open-science
[14] https://www.fastcompany.com/90342214/the-science-of-why-you-hate-your-open-office?partner=rss&utm_source=twitter.com&utm_medium=social&utm_campaign=rss+fastcompany&utm_content=rss
[12] https://www.sciencemag.org/news/2019/08/more-700-german-research-institutions-strike-open-access-deal-springer-nature
[10] https://opendatascience.com/deep-learning-in-r-with-keras/
[10] https://lupinepublishers.com/medical-science-journal/fulltext/kecederaan-dalam-sukan-malay-version.ID.000123.php
[9] https://zpy.io/ca/2d119b91

Top URLs in Tweet in G1:
[3] https://www.meetup.com/pro/pydata/
[3] https://tomsaunders.co.nz/science-learning-hub/
[3] https://scipol.org/jobs/project-director
[2] http://sciteum.com/2019/08/niobium-40
[2] http://sciteum.com/2019/08/molybdenum-43
[2] https://www.pbs.org/newshour/science/japanese-hidden-figure-enlightened-world-sunspot-sketches
[2] https://twitter.com/kellyahan/status/1165988362349613056
[2] http://www.esal.us/events
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL081939
[2] https://www.socialsciencespace.com/2019/08/do-researchers-want-to-engage-with-practitioners/?utm_source=twitter&utm_medium=SAGE_social&utm_content=socscispace&utm_term=0d57cbfc-2af6-4f01-a9fc-3d05d3bf32eb

Top URLs in Tweet in G2:
[4] https://sumall.com/thankyou?utm_source=twitter&utm_medium=publishing&utm_campaign=thank_you_tweet&utm_content=text_and_media&utm_term=db0dc65203bb2ea32bb45ccf
[3] https://www.sciencemag.org/news/2019/08/more-700-german-research-institutions-strike-open-access-deal-springer-nature
[3] https://podcasts.apple.com/us/podcast/living-the-new-science-with-lynne-mctaggart/id1475463467
[3] https://lynnemctaggart.podbean.com/
[3] https://open.spotify.com/show/142ILPkXtMmfT5BtAMgx9a
[2] http://www.pennypickles.org/
[2] https://www.livescience.com/weird-neutron-star-x-ray-pulse-figured-out.html
[2] https://www.nytimes.com/2019/08/22/climate/sea-level-managed-retreat.html
[2] https://www.newswire.co.kr/newsRead.php?no=892956
[2] http://www.phdcomics.com/comics.php?f=1686

Top URLs in Tweet in G4:
[57] https://twitter.com/robertkiley/status/1164888607624245248
[6] https://www.leru.org/publications/open-science-and-its-role-in-universities-a-roadmap-for-cultural-change
[5] https://rmwblogg.wordpress.com/2019/08/20/open-and-replicable-science-cannot-save-us-from-academia/
[3] http://fossilsandshit.com/collaboration-without-elsevier-is-the-key-to-open-access-and-open-science/
[3] https://www.scienceopen.com/document_file/25ff22be-8a1b-4c97-9d88-084c8d98187a/ScienceOpen/3507_XE6680747344554310733.pdf
[3] https://zenodo.org/record/3248929#.XUABo-gzZaS
[2] http://blog.scienceopen.com/2019/01/ucls-innovative-open-access-megajournal-starts-taking-submissions/
[2] https://ucl-about.scienceopen.com/for-reviewers/
[2] https://twitter.com/Science_Open/status/1164440028203888641
[2] https://ucl.scienceopen.com/document?vid=fa7edca1-ed1e-4c79-9c3d-dc6c19abd54e&utm_source=hootsuite&utm_medium=twitter&utm_term=&utm_content=&utm_campaign=twitter

Top URLs in Tweet in G5:
[2] http://docs.wixstatic.com/ugd/857cde_dac05f78495e430e9562eb3b5d9e151e.pdf
[2] https://blog.friendsofscience.org/2016/05/26/an-honest-debate-on-climate-science-its-time/
[1] https://twitter.com/ftdatl/status/1163776420847476738
[1] https://twitter.com/marvinjwagner/status/1165646172125614080?s=21
[1] https://twitter.com/RonCrunt/status/1165762697394192384
[1] https://twitter.com/SylviaD32911201/status/1164530210680688640
[1] https://www.ecojustice.ca/five-things-federal-government-climate-change-polling/
[1] https://blog.friendsofscience.org/2019/08/18/case-dismissed-an-open-letter-to-law-professors-pushing-for-climate-accountability-legislation-in-canada/
[1] http://docs.wixstatic.com/ugd/857cde_89b3852fad1e404985e710f018c527da.pdf
[1] http://www.globalweatheroscillations.com/mr-dilleys-bio

Top URLs in Tweet in G6:
[5] https://cos.io/about/news/center-open-science-and-edarxiv-launch-branded-preprint-service-educational-research/
[3] https://edarxiv.org/
[2] https://www.youtube.com/watch?v=3WX0gXXztlE&feature=youtu.be

[2] https://shows.pippa.io/dsquintana/episodes/open-access-a-keynote-talk-at-the-nfif-annual-meeting
[2] https://twitter.com/cconrymurray/status/1164917407770710017
[1] https://zoom.us/webinar/register/5115634052056/WN_EvBM6fNuRfKGFat7uFwlMQ
[1] https://www.theguardian.com/science/head-quarters/2018/aug/23/open-science-is-now-the-only-way-forward-for-psychology
[1] https://mailchi.mp/eb9fcc408f03/attn-srcd-members-we-need-your-input-on-open-science-inclusivity-and-more
[1] https://www.abc.net.au/radionational/programs/bigideas/sharing-science-%E2%80%93-for-the-good-of-all/11449954
[1] https://twitter.com/GSCollins/status/1165749274166120453

Top URLs in Tweet in G7:
[5] http://www.montreal.ai/ai4all.pdf
[5] http://Montreal.AI
[4] https://montrealartificialintelligence.com/academy/
[2] https://twitter.com/ARMI_Labs/status/1161032126034300934
[1] https://application.lindau-nobel.org/restxq/application?utm_source=twitter&utm_medium=social&utm_campaign=twitter_lino20&utm_content=twitter_image&utm_term=open%20application#/application
[1] https://www.science.org.au/opportunities/travel/nobel-laureates-meetings/lindau-nobel-laureate-meetings/lindau-nobel-laureate
[1] https://consult.industry.gov.au/science-commercialisation/bff-design/
[1] https://www.minister.industry.gov.au/ministers/karenandrews/media-releases/helping-female-founded-startups-shine-brighter
[1] https://montrealai101.eventbrite.ca
[1] https://intelligenceartificielle101.eventbrite.ca

Top URLs in Tweet in G8:
[17] https://www.timeshighereducation.com/opinion/collaboration-key-open-access-and-open-science
[5] https://www.sciencedirect.com/science/article/pii/S2590159119300494?dgcid=STMJ_1559800754_STMJIN_OA
[3] https://www.sciencemag.org/news/2019/08/more-700-german-research-institutions-strike-open-access-deal-springer-nature
[2] https://ceramics.org/ceramic-tech-today/acers-news/open-science-open-access-projekt-deal-and-ijces
[1] https://www.sciencedirect.com/science/article/pii/S2590055219300526?dgcid=STMJ_1559800544_STMJIN_OA
[1] https://www.sciencedirect.com/science/article/pii/S2590147819300105?dgcid=STMJ_1559800944_STMJIN_OA
[1] https://www.sciencedirect.com/science/article/pii/S0927024819304167?dgcid=rss_sd_all
[1] http://fossilsandshit.com/collaboration-without-elsevier-is-the-key-to-open-access-and-open-science/
[1] https://twitter.com/SylviaD32911201/status/1165025181888237570
[1] https://cos.io/about/jobs/

Top URLs in Tweet in G9:
[8] https://zpy.io/ca/2d119b91
[7] https://www.youtube.com/watch?v=AmjoMTkT2Ho&feature=youtu.be

[6] https://chefquant.blogspot.com/2019/06/before-you-open-new-restaurant-read.html
[4] https://zpy.io/ca/e9ad692d
[4] https://gomedici.com/open-fab-call4ideas-2019-bnp-paribas-cardif-reshaping-human-data-science?utm_content=buffera906b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://opendatascience.com/deep-learning-in-r-with-keras/
[3] https://link.medium.com/SV7pppH6qZ
[3] https://conferencemonkey.org/conference/open-visualization-conference-open-data-science-conference-1399494?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.eventbrite.com/e/nc-open-pass-lightning-talks-tickets-68069097503
[3] https://link.medium.com/OsFIuRvypZ

Top URLs in Tweet in G10:
[2] https://www.dataquest.io/blog/dataquest-financial-aid-scholarship/?utm_content=bufferc63ae&utm_medium=social&utm_source=twitter.com&utm_campaign=dataquest_buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[313] twitter.com
[97] lupinepublishers.com
[84] sciencedirect.com
[70] spotify.com
[45] youtube.com
[30] medium.com
[26] google.com
[26] elsevier.com
[24] ac.uk
[21] timeshighereducation.com

Top Domains in Tweet in G1:
[100] twitter.com
[18] okt.to
[16] youtube.com
[10] nature.com
[9] instagram.com
[8] blogspot.com
[7] wiley.com
[6] scipol.org
[5] nytimes.com
[5] com.au

Top Domains in Tweet in G2:
[45] twitter.com
[31] spotify.com
[13] linkedin.com
[8] nytimes.com
[7] instagram.com
[6] inist.fr
[5] co.uk
[5] sumall.com
[4] sciencedirect.com
[4] apple.com

Top Domains in Tweet in G4:
[66] twitter.com
[20] scienceopen.com
[6] leru.org
[5] wordpress.com
[4] fossilsandshit.com
[3] ac.at
[3] zenodo.org
[2] ceramics.org
[2] github.io
[1] gbif.org

Top Domains in Tweet in G5:
[4] twitter.com
[3] wixstatic.com
[3] friendsofscience.org
[2] notrickszone.com
[1] ecojustice.ca
[1] globalweatheroscillations.com
[1] youtube.com

Top Domains in Tweet in G6:
[7] twitter.com
[5] cos.io
[4] youtube.com
[3] edarxiv.org
[2] pippa.io
[1] zoom.us
[1] theguardian.com
[1] mailchi.mp
[1] net.au
[1] org.uk

Top Domains in Tweet in G7:
[10] montreal.ai
[4] montrealartificialintelligence.com
[3] twitter.com
[2] gov.au
[2] eventbrite.ca
[1] lindau-nobel.org
[1] org.au
[1] ac.ke

Top Domains in Tweet in G8:
[17] timeshighereducation.com
[8] sciencedirect.com
[3] sciencemag.org
[2] ceramics.org
[1] fossilsandshit.com
[1] twitter.com
[1] cos.io

Top Domains in Tweet in G9:
[18] medium.com
[12] zpy.io
[7] youtube.com
[7] conferencemonkey.org
[6] blogspot.com
[5] opendatascience.com
[5] meetup.com
[4] gomedici.com
[4] twitter.com
[3] eventbrite.com

Top Domains in Tweet in G10:
[2] dataquest.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[514] scicomm
[199] science
[138] openscience
[109] oa
[55] openaccess
[55] inspireawards
[54] research
[53] cleanenergy
[52] sustainabledevelopment
[52] healthyliving



Top Hashtags in Tweet in G1:
[481] scicomm
[71] openscience
[61] science
[29] scifi
[26] sciencetwitter
[24] sciart
[22] stem
[20] vss365
[18] academictwitter
[18] bravewrite

Top Hashtags in Tweet in G2:
[40] science
[10] education
[7] kellyjobs
[7] kellyservices
[7] innovation
[7] freescihub
[7] frenchscihub
[7] scihubforall
[6] lalist
[5] nowplaying

Top Hashtags in Tweet in G4:
[98] oa
[26] openscience
[19] openaccess
[6] scienceopen
[6] peerreview
[5] bigdata
[5] academicchatter
[5] librarians
[2] science
[2] airquality

Top Hashtags in Tweet in G5:
[2] dilley
[2] climatechange
[2] auspol
[1] nyc
[1] cdnpoli
[1] climate
[1] faux
[1] science
[1] fuck
[1] logic

Top Hashtags in Tweet in G6:
[3] openscience
[3] education
[2] openaccess
[1] auspainsoc
[1] bprsig
[1] crowdsourcing
[1] ai
[1] oa
[1] scicomm
[1] kidstv

Top Hashtags in Tweet in G7:
[4] science
[4] ai101
[3] phdchat
[3] montrealai
[2] artificialintelligence101
[2] vicbiocon20
[1] nextgenregen
[1] academic
[1] research
[1] student

Top Hashtags in Tweet in G8:
[7] physics
[6] oa
[3] openaccess
[2] elsevier
[1] academic
[1] government
[1] research
[1] scientific
[1] article
[1] open

Top Hashtags in Tweet in G9:
[12] ad
[9] machinelearning
[8] datascience
[6] opentox
[5] data
[5] apsa2019
[4] ai
[4] python
[4] odsc
[3] deeplearning

Top Words
Top Words in Tweet in Entire Graph:
[4061] Words in Sentiment List#1: Positive
[2013] Words in Sentiment List#2: Negative
[39] Words in Sentiment List#3: Angry/Violent
[135923] Non-categorized Words
[142001] Total Words
[3723] open
[3135] science
[514] #scicomm
[492] data
[473] access

Top Words in Tweet in G1:
[481] #scicomm
[145] science
[82] more
[80] open
[74] out
[71] #openscience
[63] #science
[50] research
[50] s
[50] up

Top Words in Tweet in G2:
[458] open
[420] science
[47] now
[44] access
[42] new
[40] #science
[38] paper
[37] more
[34] s
[34] technology

Top Words in Tweet in G3:
[20] open
[16] science
[12] davestewart4444
[11] hauxton
[11] realanondouche
[11] discojerrys
[11] takethatepi
[11] geraldpayne25
[10] ebatterson
[10] r0samond

Top Words in Tweet in G4:
[184] open
[98] #oa
[84] science
[83] access
[72] research
[62] nih
[59] see
[58] lteytelman
[58] immediate
[57] thrilled

Top Words in Tweet in G5:
[36] open
[35] science
[29] climate
[20] real
[18] deniers
[15] deny
[15] maximebernier
[15] dieterfrikadell
[15] altus_arc
[14] alarmists

Top Words in Tweet in G6:
[96] open
[94] science
[24] members
[21] wrong
[19] new
[19] srcd
[18] pdakean
[17] survey
[16] consider
[16] ethics

Top Words in Tweet in G7:
[82] open
[56] interdisciplinary
[56] lindau
[56] nobel
[56] laureate
[56] meeting
[33] science
[32] 2020
[31] lindaunobel
[31] spread

Top Words in Tweet in G8:
[65] open
[43] access
[28] science
[26] step
[26] country
[23] timeshighered
[21] elsevier
[14] research
[13] fruitful
[13] way

Top Words in Tweet in G9:
[142] open
[131] data
[122] science
[26] learning
[20] source
[20] odsc
[18] anti
[15] share
[14] 2019
[14] 5

Top Words in Tweet in G10:
[79] financial
[79] aid
[77] dataquest
[77] scholarship
[77] program
[77] take
[77] data
[77] science
[77] courses
[77] deadline

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[532] open,science
[442] open,access
[257] data,science
[255] now,open
[188] science,open
[107] open,source
[98] climate,science
[97] open,data
[94] applications,now
[84] deadline,september

Top Word Pairs in Tweet in G1:
[28] #scicomm,#science
[27] check,out
[18] #scifi,#scicomm
[18] #vss365,#bravewrite
[15] open,science
[13] climate,change
[13] #scicomm,#sciencetwitter
[12] 15x4munich,#scicomm
[10] #sciart,#scicomm
[10] looking,forward

Top Word Pairs in Tweet in G2:
[49] open,science
[41] open,access
[28] science,technology
[24] now,open
[20] computer,science
[18] open,up
[14] patient,safety
[14] data,science
[14] ne,stop
[13] science,open

Top Word Pairs in Tweet in G3:
[9] melanie33720945,takethatepi
[9] takethatepi,davidpsbdivinyl
[9] wiguy45,scientiapercept
[9] doubledoublejon,firefighter5511
[9] firefighter5511,geraldpayne25
[9] spikeinthemidge,r0samond
[9] blackpanther963,davestewart4444
[9] davestewart4444,realanondouche
[9] realanondouche,kyhilist_
[9] kyhilist_,davieshyland

Top Word Pairs in Tweet in G4:
[74] open,access
[58] open,science
[57] thrilled,see
[57] see,nih
[57] nih,require
[57] require,immediate
[57] immediate,open
[57] access,opioid
[57] opioid,research
[57] research,ask

Top Word Pairs in Tweet in G5:
[16] science,open
[15] deny,science
[14] real,deniers
[14] deniers,climate
[14] climate,alarmists
[14] alarmists,deny
[14] open,process
[14] process,based
[14] based,consensus
[13] maximebernier,real

Top Word Pairs in Tweet in G6:
[80] open,science
[16] wrong,wrong
[15] pleased,announce
[15] announce,digital
[15] digital,catapult
[15] catapult,inviting
[15] inviting,new
[15] new,members
[15] members,join
[15] join,machine

Top Word Pairs in Tweet in G7:
[56] lindau,nobel
[56] nobel,laureate
[56] laureate,meeting
[32] meeting,2020
[31] spread,word
[31] word,open
[31] open,application
[31] application,process
[31] process,interdisciplinary
[31] interdisciplinary,lindau

Top Word Pairs in Tweet in G8:
[43] open,access
[17] open,science
[13] fruitful,way
[13] way,achieve
[13] achieve,open
[13] access,work
[13] work,constructively
[13] constructively,step
[13] step,step
[13] step,country

Top Word Pairs in Tweet in G9:
[79] data,science
[55] open,data
[20] open,source
[18] odsc,open
[16] open,science
[12] lightning,talks
[12] speakers,share
[12] share,5
[10] 27,hqraleigh
[9] source,tools

Top Word Pairs in Tweet in G10:
[79] financial,aid
[77] dataquest,financial
[77] aid,scholarship
[77] scholarship,program
[77] program,take
[77] take,data
[77] data,science
[77] science,courses
[77] courses,deadline
[77] deadline,september

Top Replied-To
Top Replied-To in Entire Graph:
@piyushgoyal
@cjwich
@mmvroom
@emwritesscience
@pdakean
@takethathistory
@science_hooker
@braydenk
@mcxfrank
@menabster

Top Replied-To in G1:
@mmvroom
@emwritesscience
@agu_scicomm
@hayleypincott
@waterlego
@ctoradio
@mairecaffrey
@kindrachukjason
@ichnologist
@breedaherlihy

Top Replied-To in G2:
@degeneria

Top Replied-To in G3:
@takethathistory
@johnkrahn2
@ajlane54
@blumudus
@jamiescottwrite
@tachyon100
@jatapps
@discojerrys
@takethatstraw
@jimsanobc79

Top Replied-To in G4:
@petermurrayrust
@nih
@fossilturtles
@protohedgehog
@tick_papers
@leohavemann
@drveronikach
@opentilburg
@fdmhildesheim

Top Replied-To in G5:
@asinister
@nicolasdenver
@thedisproof
@sou_hotwhopper
@stephenparkette
@pen2paper43
@gretathunberg
@marvinjwagner
@dowsonaaron
@appleheademma

Top Replied-To in G6:
@pdakean
@mcxfrank
@ioanaa_cristea
@cconrymurray
@improvingpsych
@cwkal
@saraannhart
@alisonkgerber
@hardsci
@fourbeerspod

Top Replied-To in G7:
@science_academy

Top Replied-To in G8:
@juliepi31415926
@claudioelsevier
@bearore

Top Mentioned
Top Mentioned in Entire Graph:
@lupine_online
@momentswithbren
@thereals0s
@nih
@deepmindai
@lteytelman
@coach_furndog
@frontiersin
@rluk_david

Top Mentioned in G1:
@_open_science_
@conulireland
@tuhinsajjadsk1
@earlhaminst
@comsciconchi
@15x4munich
@conultd
@waterlego
@g4mma
@jomar_lr

Top Mentioned in G2:
@jeanrostand8
@getmesomelatte
@fabienprevots
@joh1oj
@hottaqu
@coimmune
@food_safety
@ies_uk
@oandohrecruits

Top Mentioned in G3:
@davestewart4444
@hauxton
@realanondouche
@takethatepi
@geraldpayne25
@ebatterson
@discojerrys
@r0samond
@jools6691
@haircutspock

Top Mentioned in G4:
@nih
@lteytelman
@rluk_david
@protohedgehog
@nordiko01
@noisource
@lonnibesancon
@science_open
@etothczifra
@lerunews

Top Mentioned in G5:
@maximebernier
@dieterfrikadell
@altus_arc
@dcoronata
@quantummist
@davidmichaelri8
@mc40_e
@regimechangebc
@jaisans
@gillesnfio

Top Mentioned in G6:
@pdakean
@digicatapult
@dsquintana
@chrisdc77
@siminevazire
@cconrymurray
@briannosek
@hardsci
@aidancashin
@matthewbagg

Top Mentioned in G7:
@lindaunobel
@katie_sizeland
@karenandrewsmp
@ceobillionaire
@armi_labs
@urquhartjane
@montreal_ai
@monashuni
@aasciences
@cvandestadt

Top Mentioned in G8:
@timeshighered
@rickypo
@elsevierphysics
@gemmahersh
@gemmah
@rluk_david
@peterjrgen12
@swcrisis
@howarthwass
@dan613

Top Mentioned in G9:
@hqraleigh
@ncopenpass
@machinelearnflx
@elkebabiuk
@datascitechscot
@data_and_policy
@barryhardy
@ncriot
@skoba
@cup_polisci

Top Mentioned in G10:
@momentswithbren
@dataquestio
@m_worlanyo

Top Tweeters
Top Tweeters in Entire Graph:
@wweaverbot
@jurylady5
@jamesroy
@javascriptd
@cybertoolsbooks
@evankirstel
@prpnews
@ill_neyagawasi
@dondekojo
@ecointernetdrgb

Top Tweeters in G1:
@globeandmail
@nytimes
@yebosfaye
@deepgreendesign
@forbes
@academicchatter
@drjengunter
@exerciseworks
@maricarjagger
@cbc

Top Tweeters in G2:
@wweaverbot
@cybertoolsbooks
@ecointernetdrgb
@rvp
@stormyvnv
@koreanewswire
@kane007
@genphys
@thomasj_
@otshe_

Top Tweeters in G3:
@mwforhr
@takethatdarwin
@michellmybell1
@ebatterson
@____roar____
@evekeneinan
@rjdownard
@davestewart4444
@atheism_has_nil
@catheri77148739

Top Tweeters in G4:
@glynmoody
@ayirpelle
@may_gun
@grumpeoldman
@protohedgehog
@steltenpower
@fuzzyleapfrog
@egonwillighagen
@margymaclibrary
@v_i_o_l_a

Top Tweeters in G5:
@cberrl
@rmack2x
@jammiewf
@thelaughingnoam
@gtopmd
@tokyo_tom
@rk55mk
@chrisobxnc
@carbongate
@cromwellstuff

Top Tweeters in G6:
@amyalkon
@richard_florida
@o_guest
@maneeshjuneja
@proftomcrick
@kerryhood
@radionational
@kataclyst
@saraannhart
@hardsci

Top Tweeters in G7:
@ceobillionaire
@shauncoffey
@montreal_ai
@montreal_ia
@ga_richardson
@quebec_ai
@womensciaust
@deepindex
@uq_news
@riaus

Top Tweeters in G8:
@euphoriceuler
@barryjwoods
@sirbears
@malikahh77
@jfborges
@ianmcpherson22
@markbjardine
@timeshighered
@i_y_s
@rln_nelson

Top Tweeters in G9:
@joannecangal
@1loriking
@machinelearnflx
@tintie4
@hannaraptor
@pythonbot_
@computehole
@ritmonegro
@thecuriousluke
@asiseeitnow

Top Tweeters in G10:
@ovie52009
@tolulopenwobodo
@momentswithbren
@mywordon
@ife_t
@silenttys
@momo_linker
@abdhamdabkr
@albertsamuel_t
@omoboladee


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