open science, Twitter, 3/2/2020 7:45:55 AM, 222323


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open science_2020-03-01_20-38-16.xlsx
open science_2020-03-01_20-38-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2020
Short Description:
open science via NodeXL http://bit.ly/2wTOdgL
@_open_science_
@s_akrati
@chiefscican
@elakdawalla
@hvacperformance
@craigthomler
@openscience
@tasturm1
@aoc
@cziscience

Top hashtags:
#scicomm
#openscience
#science
#pay
#covid19
#opensource
#openaccess
#datascience

Description:
Description
The graph represents a network of 6,839 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 Monday, 02 March 2020 at 04:40 UTC.

The requested start date was Monday, 02 March 2020 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, 19-hour, 54-minute period from Thursday, 27 February 2020 at 15:29 UTC to Sunday, 01 March 2020 at 11:23 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 : 6839
Unique Edges : 8149
Edges With Duplicates : 758
Total Edges : 8907
Number of Edge Types : 4
MentionsInRetweet : 4688
Tweet : 1065
Mentions : 2644
Replies to : 510
Self-Loops : 1065
Reciprocated Vertex Pair Ratio : 0.0223880597014925
Reciprocated Edge Ratio : 0.0437956204379562
Connected Components : 1213
Single-Vertex Connected Components : 413
Maximum Vertices in a Connected Component : 2063
Maximum Edges in a Connected Component : 3368
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.675488
Graph Density : 0.000161124490276741
Modularity : 0.858457
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 6,839 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 Monday, 02 March 2020 at 04:40 UTC.

The requested start date was Monday, 02 March 2020 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, 19-hour, 54-minute period from Thursday, 27 February 2020 at 15:29 UTC to Sunday, 01 March 2020 at 11:23 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 : open science
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:
[89] https://www.planetary.org/get-involved/jobs/digital-community-manager.html
[45] https://www.sciencedirect.com/science/article/pii/S0195670120300463
[20] https://www.ic.gc.ca/eic/site/063.nsf/eng/h_97992.html
[19] https://netflixtechblog.com/open-sourcing-metaflow-a-human-centric-framework-for-data-science-fa72e04a5d9
[14] http://www.sciencedirect.com/science/authShare/S002228361930614X/20200227T220200Z/1?md5=4b9f35984ce6886d8ca9dc98d0b50575&dgcid=author
[14] http://science.gc.ca/eic/site/063.nsf/eng/h_97992.html
[12] https://en.unesco.org/news/unesco-launches-global-consultation-develop-standard-setting-instrument-open-science
[10] http://fossilsandshit.com/future-priorities-for-open-science/
[10] https://www.foxnews.com/science/vatican-to-open-secret-archive-of-wartime-pope-pius-xii
[10] https://www.reddit.com/r/COVID19/comments/fb9tx0/targeting_open_source_contributions_to_support/

Top URLs in Tweet in G1:
[6] http://fossilsandshit.com/future-priorities-for-open-science/
[4] http://survey.constantcontact.com/survey/a07egxcgkhjk6tjwwkp/start
[3] https://twitter.com/qdrepository/status/1232779044233601024
[3] https://twitter.com/KarenFlemingPhD/status/1233451607385202688
[3] https://www.amazon.com/gp/product/B083ZN89ZW?pf_rd_r=E5GJ4G9ZB74DSA207STE&pf_rd_p=2d1ab404-3b11-4c97-b3db-48081e145e35
[3] https://www.theopennotebook.com/the-craft-of-science-writing/
[2] https://www.reddit.com/r/Open_Science/comments/fb20m2/petition_update_thank_you_reddit_in_just_2_weeks/
[2] https://climatepedia.org/tyndall-petition/
[2] https://axial.acs.org/2018/10/15/helping-your-audience-understand-chemistry-research/?utm_source=pubs_outreach_marketing&utm_medium=twitter&utm_campaign=0120_SAP_How_to_effectively_communicate&ref=pubs_outreach_marketing
[2] https://watershednotes.ca/2020/02/12/climate-change-art/

Top URLs in Tweet in G2:
[6] https://www.amazon.com/Eat-Beat-Disease-Science-Itself/dp/1538714620/ref=as_li_ss_tl?crid=UOQC42WUW6KA&keywords=nutrition+books&qid=1582809453&sprefix=nutrition,aps,265&sr=8-4&linkCode=sl1&tag=jsses17-20&linkId=6c3bfe794f6890ba53171e45cdb5a1a8
[4] https://www.foxnews.com/science/vatican-to-open-secret-archive-of-wartime-pope-pius-xii
[4] https://stemtlnet.org/opportunities/society-science-public-advocate-grant-program
[3] https://www.zmescience.com/science/the-smithsonian-open-access-library-351341/
[3] https://www.lcsun-news.com/story/news/local/community/2020/02/27/apache-point-observatory-host-open-house-astronomy-nmsu-science-telescopes/4891930002/?utm_source=dlvr.it&utm_medium=twitter
[3] https://arstechnica.com/science/2020/02/how-librarians-keep-for-profit-scientific-journals-from-squeezing-their-budgets/
[3] https://www.sheffield.ac.uk/discoverynight
[3] https://frackingwithjello.eventbrite.ca/
[3] https://www.japantimes.co.jp/news/2020/02/02/asia-pacific/science-health-asia-pacific/coronavirus-feces-risk-of-spread/
[2] https://www.hindustantimes.com/pune-news/pune-s-r-d-giants-go-open-house-for-science-day-here-s-the-essential-list/story-1a9nI2fKHaUapKSOteBDYP.html

Top URLs in Tweet in G3:
[1] https://wattsupwiththat.com/2017/07/30/rising-carbon-dioxide-is-making-the-worlds-plants-more-water-wise/
[1] https://blog.friendsofscience.org/2018/10/12/an-open-letter-to-the-minister-of-finance-on-the-matter-of-changes-to-the-charities-act/
[1] https://hat4uk.wordpress.com/2018/10/11/whats-behind-the-concerted-tsunami-of-climate-fear-headlines/

Top URLs in Tweet in G4:
[3] https://www.nms.ac.uk/careershiveopenday
[2] https://www.wright.edu/women-in-stemm/women-in-science-giving-circle-faculty-research-awards
[2] https://www.wright.edu/women-in-stemm/women-in-science-giving-circle-student-scholarship-awards
[1] https://www.planetary.org/get-involved/jobs/digital-community-manager.html
[1] http://fossilsandshit.com/future-priorities-for-open-science/
[1] https://www.linkedin.com/slink?code=e48fHUr
[1] https://www.linkedin.com/slink?code=dFgriir
[1] https://www.northampton.ac.uk/news/students-and-lecturer-to-inspire-young-minds-about-the-wonders-of-stem/
[1] https://bib.kuleuven.be/english/research/open-science/open-science
[1] https://twitter.com/simonjbains/status/1232991907363594241

Top URLs in Tweet in G5:
[17] https://www.ic.gc.ca/eic/site/063.nsf/eng/h_97992.html
[4] http://science.gc.ca/eic/site/063.nsf/eng/h_97992.html
[2] https://www.canada.ca/en/innovation-science-economic-development/news/2020/02/roadmap-for-open-science-to-reduce-barriers-and-speed-up-discovery.html
[2] https://concurrentdisorders.ca/about-us/
[2] https://quantum.hrl.com/
[1] http://science.gc.ca/eic/site/063.nsf/eng/h_97992.html#6
[1] https://twitter.com/ChiefSciCan/status/1232770533680467971
[1] https://www.m3platform.org/
[1] https://medium.com/templeton-world/the-stanford-marshmallow-experiment-was-wrong-heres-why-and-how-open-science-can-help-1526c22d9354
[1] https://www.scienceguide.nl/2019/11/dutch-universities-and-research-funders-move-away-from-the-impact-factor/

Top URLs in Tweet in G6:
[4] https://en.unesco.org/news/unesco-launches-global-consultation-develop-standard-setting-instrument-open-science
[2] https://www.canada.ca/
[2] https://www.canada.ca/en/innovation-science-economic-development/news/2020/02/roadmap-for-open-science-to-reduce-barriers-and-speed-up-discovery.html
[1] https://twitter.com/AdrianAWanner/status/1233160896039522304
[1] https://hr-jobs.lancs.ac.uk/vacancies.aspx?cat=233
[1] https://twitter.com/o_guest/status/1233336616011358210
[1] https://twitter.com/dsquintana/status/1216751495443558402
[1] https://www.merlot.org/
[1] http://merlot.org/merlot/Psychology.htm
[1] http://www.leru.org/files/Sorbonne-declaration.pdf

Top URLs in Tweet in G8:
[12] https://netflixtechblog.com/open-sourcing-metaflow-a-human-centric-framework-for-data-science-fa72e04a5d9
[9] https://www.reddit.com/r/COVID19/comments/fb9tx0/targeting_open_source_contributions_to_support/
[4] https://opendatascience.com/best-deep-learning-research-of-2019/
[3] https://atlas.cern/updates/press-statement/13-tev-open-data
[3] https://venturebeat.com/2019/10/23/netflix-open-sources-polynote-to-simplify-data-science-and-machine-learning-workflows/
[3] https://www.meetup.com/Abuja-Women-in-Machine-Learning-and-Data-Science/events/268319310/
[2] https://academicjobsonline.org/ajo/jobs/16091
[1] https://twitter.com/UNSWScience/status/1232882745660993536
[1] https://twitter.com/trvrb/status/1233970271318503426
[1] https://academicjobsonline.org/ajo/jobs/16095

Top URLs in Tweet in G10:
[1] https://georgerrmartin.com/notablog/2020/02/26/cosmic-horror-in-new-hampshire/

Top Domains
Top Domains in Tweet in Entire Graph:
[240] twitter.com
[108] sciencedirect.com
[89] planetary.org
[68] spotify.com
[52] ac.uk
[41] gc.ca
[27] co.uk
[23] reddit.com
[23] scienceopen.com
[21] canada.ca

Top Domains in Tweet in G1:
[89] twitter.com
[9] fossilsandshit.com
[7] youtube.com
[6] theopennotebook.com
[5] constantcontact.com
[4] acs.org
[4] nytimes.com
[4] ncse.ngo
[3] sciencemag.org
[3] sciencenews.org

Top Domains in Tweet in G2:
[41] twitter.com
[30] spotify.com
[8] amazon.com
[7] instagram.com
[7] ac.uk
[7] reddit.com
[6] genphys.com
[5] sciencedirect.com
[4] hindustantimes.com
[4] linkedin.com

Top Domains in Tweet in G3:
[1] wattsupwiththat.com
[1] friendsofscience.org
[1] wordpress.com

Top Domains in Tweet in G4:
[7] twitter.com
[4] wright.edu
[4] ac.uk
[2] linkedin.com
[1] planetary.org
[1] fossilsandshit.com
[1] kuleuven.be
[1] eventbrite.com
[1] youtube.com
[1] nypost.com

Top Domains in Tweet in G5:
[23] gc.ca
[3] canada.ca
[3] twitter.com
[2] plos.org
[2] concurrentdisorders.ca
[2] hrl.com
[1] m3platform.org
[1] medium.com
[1] scienceguide.nl
[1] cigionline.org

Top Domains in Tweet in G6:
[7] twitter.com
[4] unesco.org
[4] canada.ca
[2] ac.uk
[2] merlot.org
[1] leru.org
[1] gc.ca
[1] franceculture.fr
[1] co.uk
[1] surveymonkey.com

Top Domains in Tweet in G8:
[12] netflixtechblog.com
[9] reddit.com
[8] twitter.com
[7] academicjobsonline.org
[5] opendatascience.com
[4] meetup.com
[3] atlas.cern
[3] venturebeat.com
[2] rdcu.be
[1] year-network.com

Top Domains in Tweet in G10:
[1] georgerrmartin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[319] scicomm
[187] openscience
[146] science
[111] pay
[76] covid19
[61] opensource
[56] openaccess
[51] datascience
[46] nationalscienceday
[45] iisc



Top Hashtags in Tweet in G1:
[292] scicomm
[37] openscience
[34] science
[13] coronavirus
[13] covid19
[11] sciart
[11] stem
[9] climatechange
[8] phd
[7] scipol

Top Hashtags in Tweet in G2:
[92] pay
[30] science
[24] computer
[23] homework
[23] discussion
[22] research
[20] thesis
[9] openscience
[8] coronavirus
[8] kellyjobs

Top Hashtags in Tweet in G3:
[1] nsng

Top Hashtags in Tweet in G4:
[12] science
[11] psychology
[11] technology
[7] stem
[7] careershive
[4] steam
[2] ukrioa2020
[2] womeninscience
[2] cosm
[2] raidernation

Top Hashtags in Tweet in G5:
[62] openscience
[7] openaccess
[3] openresearch
[1] opengovcan
[1] theneuro
[1] openscienceinaction
[1] onthehill
[1] studentshowcase

Top Hashtags in Tweet in G6:
[32] opensource
[11] openscience
[9] rmv20
[3] eossmtg
[2] coronavirus
[2] datascience
[1] econtwitter
[1] soctwitter
[1] covid19
[1] machinelearning

Top Hashtags in Tweet in G8:
[45] datascience
[30] machinelearning
[26] programming
[22] opensource
[19] pay
[13] python
[12] psychology
[10] mathematics
[10] statistics
[8] research

Top Words
Top Words in Tweet in Entire Graph:
[3970] Words in Sentiment List#1: Positive
[2055] Words in Sentiment List#2: Negative
[26] Words in Sentiment List#3: Angry/Violent
[133764] Non-categorized Words
[139791] Total Words
[3825] open
[3723] science
[490] believe
[378] day
[375] research

Top Words in Tweet in G1:
[292] #scicomm
[169] science
[51] open
[46] great
[44] research
[37] #openscience
[34] #science
[33] more
[33] work
[32] time

Top Words in Tweet in G2:
[413] open
[402] science
[92] #pay
[79] pay
[49] day
[44] paper
[43] write
[37] research
[35] 2020
[32] data

Top Words in Tweet in G3:
[12] science
[11] co2
[8] open
[7] advice
[6] billgates
[6] hand
[6] ignore
[6] fixated
[6] inventor
[6] planet's

Top Words in Tweet in G4:
[118] open
[104] science
[53] aoc
[24] tedcruz
[22] day
[21] believe
[17] realdonaldtrump
[17] borders
[16] ask
[15] today

Top Words in Tweet in G5:
[170] science
[134] open
[104] government
[98] federal
[91] chiefscican
[90] canada
[73] roadmap
[62] #openscience
[44] making
[43] happy

Top Words in Tweet in G6:
[177] science
[145] open
[54] cziscience
[46] software
[46] teaching
[38] best
[38] meeting
[38] thanks
[35] time
[32] #opensource

Top Words in Tweet in G7:
[416] believe
[139] don
[138] climate
[138] change
[138] science
[138] human
[138] embryo
[138] baby
[137] maxcredits

Top Words in Tweet in G8:
[135] open
[110] science
[101] data
[45] #datascience
[30] #machinelearning
[26] use
[26] #programming
[24] business
[23] paper
[23] enhance

Top Words in Tweet in G9:
[8] open
[7] realanondouche
[7] christgodtweet
[7] discojerrys
[7] spikeinthemidge
[7] jools6691
[6] andyguy
[5] spiritking11
[4] hubie0
[4] fearing_aid

Top Words in Tweet in G10:
[101] horror
[100] odyssey
[100] intensive
[100] workshop
[100] aspiring
[100] writers
[100] science
[100] fiction
[100] fantasy
[100] sponsored

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[737] open,science
[306] open,access
[164] open,borders
[163] believe,science
[157] science,fiction
[153] climate,change
[146] data,science
[142] don,believe
[140] science,believe
[139] change,believe

Top Word Pairs in Tweet in G1:
[24] open,science
[13] science,writing
[9] #science,#scicomm
[8] great,#scicomm
[8] #stem,experts
[8] experts,informedops
[8] informedops,needs
[8] developing,#scicomm
[8] #scicomm,tools
[8] tools,help

Top Word Pairs in Tweet in G2:
[42] open,science
[27] science,day
[23] open,house
[23] #pay,essay
[23] essay,#homework
[23] #computer,science
[22] open,doors
[22] someone,write
[22] write,#pay
[22] #pay,psychology

Top Word Pairs in Tweet in G3:
[6] billgates,hand
[6] hand,ignore
[6] ignore,co2
[6] co2,fixated
[6] fixated,advice
[6] advice,inventor
[6] inventor,planet's
[6] planet's,earth's
[6] earth's,dysfunctional
[5] joeblob20,billgates

Top Word Pairs in Tweet in G4:
[16] open,borders
[14] open,day
[12] national,museum
[12] museum,scotland
[11] #psychology,lecturer
[11] lecturer,passion
[11] passion,open
[11] open,children
[11] children,eyes
[11] eyes,wonders

Top Word Pairs in Tweet in G5:
[97] open,science
[68] roadmap,open
[50] federal,government
[48] federal,science
[43] happy,deliver
[43] deliver,roadmap
[43] science,bolster
[43] bolster,government
[43] government,canada
[43] canada,efforts

Top Word Pairs in Tweet in G6:
[95] open,science
[35] best,time
[31] #opensource,software
[31] software,future
[31] future,science
[31] science,thanks
[31] thanks,everyone
[31] everyone,joined
[31] joined,meeting
[31] meeting,challenges

Top Word Pairs in Tweet in G7:
[139] don,believe
[138] believe,climate
[138] climate,change
[138] change,believe
[138] believe,science
[138] science,believe
[138] believe,human
[138] human,embryo
[138] embryo,baby
[137] maxcredits,don

Top Word Pairs in Tweet in G8:
[57] data,science
[27] open,data
[22] #opensource,secret
[22] secret,sauce
[22] sauce,others
[22] others,use
[22] use,enhance
[22] enhance,underpins
[22] underpins,business
[22] business,modern

Top Word Pairs in Tweet in G9:
[4] spiritking11,elishabenabuya
[4] elishabenabuya,discojerrys
[4] thagraysentinel,standbackup2
[4] standbackup2,smokemaster69
[4] vincentc143,astout111
[4] astout111,seanwoodard18
[4] seanwoodard18,emmygre19983668
[4] emmygre19983668,sweetje34582888
[4] sweetje34582888,yicyac
[4] yicyac,godlesspontiff

Top Word Pairs in Tweet in G10:
[100] odyssey,intensive
[100] intensive,workshop
[100] workshop,aspiring
[100] aspiring,writers
[100] writers,science
[100] science,fiction
[100] fiction,fantasy
[100] fantasy,horror
[100] horror,sponsored
[100] sponsored,annual

Top Replied-To
Top Replied-To in Entire Graph:
@aoc
@jayinslee
@tedcruz
@ri_science
@seyller_annabel
@realdonaldtrump
@fluffysnowcap
@nberlat
@soapboxscience
@fayedsouza

Top Replied-To in G1:
@marvelousmarks
@metasdl
@kendallsciwrite
@beecycles
@unesco
@protohedgehog
@vbentii
@kristinapistone
@richydavis00
@sswchow

Top Replied-To in G2:
@ci_coe

Top Replied-To in G3:
@glenncarr6
@horrdorr
@jonatha55077308
@tony__heller
@gzzyzyx
@rlalbrechttroy
@stormsignalsa
@billgates

Top Replied-To in G4:
@aoc
@tedcruz
@realdonaldtrump
@mikebloomberg
@afleming1966
@x95758835
@speakerpelosi
@sbbaicker
@upokupo
@kristyn_3

Top Replied-To in G5:
@seyller_annabel
@theneuro_mni
@scienceofpd
@chiefscican
@ip_policy
@sparc_na

Top Replied-To in G6:
@cziscience
@itjohnstone
@rachaelevelyn
@o_guest
@princellewelyn
@openrobert55
@tomstafford

Top Replied-To in G9:
@rw97215553
@wisemanryder
@lorianapatterso
@fearing_aid
@jordanbassior
@willo61152674
@adrianturner01

Top Mentioned
Top Mentioned in Entire Graph:
@maxcredits
@grrmspeaking
@chiefscican
@elakdawalla
@vp
@cziscience
@soapboxscience
@erikvansebille
@justicemaga
@parveenkaswan

Top Mentioned in G1:
@protohedgehog
@academicchatter
@informedops
@open_notebook
@iitkgp
@agu_scicomm
@sciencetalkorg
@aldacenter
@comsciconhou
@ncse

Top Mentioned in G2:
@onlinetutoring9
@gocmnh
@f1000research
@wsutricities
@onlineassignme8
@essaysgrade

Top Mentioned in G3:
@cjtjgeol
@joeblob20
@billgates
@gillesnfio
@roypentland
@ethonraptor
@swcrisis
@friendsoscience
@3ghtweets
@crowers21

Top Mentioned in G4:
@aoc
@tedcruz
@realdonaldtrump
@ntlmuseumsscot
@uninhantsnews
@resistwitch
@ufinnovate
@dataandpolitics
@gop
@pittcechill

Top Mentioned in G5:
@chiefscican
@monsauce
@openresearchfg
@navdeepsbains
@theneuro_mni
@markpaulbrandon
@neuronologist1
@sparc_na
@ip_policy
@seyller_annabel

Top Mentioned in G6:
@cziscience
@dermotlynott
@deevybee
@irisvanrooij
@timoreilly
@abbycabs
@soilandreyes
@caroleannegoble
@rachaelevelyn
@scilib

Top Mentioned in G7:
@maxcredits

Top Mentioned in G8:
@schmarzo
@venturebeat
@kyle_l_wiggers
@ronald_vanloon
@kirkdborne
@gavlaaaaaaaa
@nersc
@nvidia
@mokoenadee
@wimlds_cbus

Top Mentioned in G9:
@realanondouche
@christgodtweet
@discojerrys
@spikeinthemidge
@jools6691
@andyguy
@spiritking11
@hubie0
@tertiusiii
@andrewrchapman

Top Mentioned in G10:
@grrmspeaking

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@jurylady5
@marcodacostafx
@jamesroy
@bella623
@ecointernetdrgb
@chidambara09
@clairebotai
@4pawshop

Top Tweeters in G1:
@cowboyscifibot
@indianexpress
@reuters
@cnn
@forbes
@academicchatter
@deepsouthproud
@sistronk
@war_kittens
@dawnbazely

Top Tweeters in G2:
@ecointernetdrgb
@4pawshop
@analyticaglobal
@pfanderson
@writerjvp
@pipandbaby
@genphys
@pookleblinky
@rittsusakuma
@subyroy

Top Tweeters in G3:
@eddarrell
@beeahoney_
@reddragonfly19
@achievechange
@carbongate
@jenninemorgan
@tan123
@veronicatalbot9
@tony__heller
@ldubindubc

Top Tweeters in G4:
@sectest9
@foxnews
@jtlol
@wolfeglenda
@markknoller
@cybersecurityn8
@enargins
@empowergracewi
@scottsantens
@4mmjf

Top Tweeters in G5:
@johangreg
@ksp_libs
@murfad
@michaelcollins
@jacintodavila
@sunil_abraham
@drcchambers
@alisonmarigold
@amarois
@jmarkockerbloom

Top Tweeters in G6:
@marcodacostafx
@dominiquevanpee
@david_colquhoun
@rosario_strano
@mattsiegel
@nvsdata
@o_guest
@egonwillighagen
@vaibhavanand02
@doctor_pms

Top Tweeters in G7:
@clark7950
@vetapologist
@60sreno
@jeanneloberg
@joannetarpon07
@dorimuetz
@kristym9
@dtalley1952
@dihaggis
@victoriaokane

Top Tweeters in G8:
@chidambara09
@clairebotai
@aaroncuddeback
@jhamby
@billnigh
@calcaware
@machinelearnflx
@taieb_bot
@justbementalist
@datascience__

Top Tweeters in G9:
@queenpeace2017
@scientiapercept
@nosciencedenial
@standbackup2
@username4what
@andyguy
@orna_verum
@tertiusiii
@takethathistory
@ah_science

Top Tweeters in G10:
@bella623
@emarxbooks
@princejvstin
@ellendatlow
@janecanary19
@heatherll1981
@vetterlibby
@sfsignal
@kh4bernie2020
@joetraveler23


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