open science, Twitter, 7/18/2019 12:52:10 AM, 203458


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open science_2019-07-17_07-05-07.xlsx
open science_2019-07-17_07-05-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 18, 2019
Short Description:
open science via NodeXL http://bit.ly/2NZvqc8
@_open_science_
@talyarkoni
@odsc
@nbcnews
@caal
@justbementalist
@rfrsarmiento
@lysanderjames
@science_engage
@inannamarduk

Top hashtags:
#scicomm
#openscience
#science
#openaccess
#research
#stem
#comscicon19

Description:
Description
The graph represents a network of 6,218 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 Wednesday, 17 July 2019 at 14:07 UTC.

The requested start date was Tuesday, 16 July 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 3-day, 18-hour, 25-minute period from Friday, 12 July 2019 at 05:35 UTC to Tuesday, 16 July 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 : 6218
Unique Edges : 7610
Edges With Duplicates : 1033
Total Edges : 8643
Number of Edge Types : 3
Mentions : 6983
Tweet : 1211
Replies to : 449
Self-Loops : 1211
Reciprocated Vertex Pair Ratio : 0.0259702363583309
Reciprocated Edge Ratio : 0.0506257110352673
Connected Components : 1074
Single-Vertex Connected Components : 426
Maximum Vertices in a Connected Component : 2524
Maximum Edges in a Connected Component : 4421
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.795908
Graph Density : 0.000181906105924712
Modularity : 0.808333
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[148] http://www.talyarkoni.org/blog/2019/07/13/i-hate-open-science/
[55] https://www.independent.co.uk/news/science/parallel-universe-portal-mirror-world-science-stranger-things-oak-ridge-a8987681.html
[47] https://twitter.com/talyarkoni/status/1150115120116326403
[28] https://www.bodybuilding.com/content/4-things-you-never-learned-about-muscle-growth.html
[21] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
[20] https://forms.gle/YRhrHSf1KNGE52pDA
[17] https://speakerdeck.com/aterrel/building-a-sustainable-open-source-open-science-community-with-numfocus
[15] https://www.coursera.org/learn/statistical-inferences
[14] https://link.medium.com/jeN0CxiDeY
[13] https://lupinepublishers.com/environmental-soil-science-journal/fulltext/a-mechanics-based-procedure-for-predicting-groundwater-rise-induced-slope-displacements.ID.000117.php

Top URLs in Tweet in G1:
[5] https://www.crowdcast.io/e/necss2019/register
[4] https://www.signalsblog.ca/got-sciart/
[4] https://www.scigrads.com/job/257/science-correspondent
[3] https://www.youtube.com/playlist?list=PLD160RWuGai9oUnAVRq-GD2njEo1XHadF

[3] http://www.talyarkoni.org/blog/2019/07/13/i-hate-open-science/
[2] https://www.timeshighereducation.com/news/university-california-defiant-elsevier-cuts-journal-access?utm_content=buffer8372c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/susannakohler/status/1150121151781171200
[2] http://idea.ufpr.br
[2] https://www.theepochtimes.com/baby-born-without-skin-has-surgery-using-his-skin-cells-grown-in-a-lab-to-save-his-life_2975731.html
[2] https://phys.org/news/2019-07-montana-energy-storage-lines-financial.html

Top URLs in Tweet in G2:
[126] http://www.talyarkoni.org/blog/2019/07/13/i-hate-open-science/
[17] https://speakerdeck.com/aterrel/building-a-sustainable-open-source-open-science-community-with-numfocus
[15] https://www.coursera.org/learn/statistical-inferences
[10] https://twitter.com/talyarkoni/status/1150115120116326403
[7] https://app.dimensions.ai/discover
[6] https://blogs.plos.org/neuro/2018/01/31/open-science-sharing-is-caring-but-is-privacy-theft-by-david-mehler-and-kevin-weiner/
[5] https://twitter.com/kimberlyquinn/status/1149063790606061568
[4] https://www.reddit.com/r/Open_Science/comments/cc87qx/the_open_access_wars_how_to_free_science_from/?utm_source=ifttt
[4] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
[3] https://www.patreon.com/posts/23091473

Top URLs in Tweet in G3:
[18] https://twitter.com/talyarkoni/status/1150115120116326403
[9] http://www.talyarkoni.org/blog/2019/07/13/i-hate-open-science/
[5] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
[4] https://www.independent.co.uk/news/science/parallel-universe-portal-mirror-world-science-stranger-things-oak-ridge-a8987681.html
[4] https://www.uea.ac.uk/science/fellowships
[3] https://drive.google.com/file/d/1Av_WQPr2FIN_ouqa4doQ0kqyWLURYRt5/view?usp=drive_open
[3] https://www.computer.org/publications/author-resources/calls-for-papers
[2] https://www.nsf.gov/news/news_summ.jsp?cntn_id=298852&WT.mc_id=USNSF_51&WT.mc_ev=click
[2] https://sciencecouncil.org/nominations-open-for-cpd-awards-2019
[2] https://twitter.com/victorf13/status/1149494977568710656

Top URLs in Tweet in G4:
[3] https://twitter.com/talyarkoni/status/1150115120116326403
[3] http://www.talyarkoni.org/blog/2019/07/13/i-hate-open-science/
[1] https://jdssv.org/index.php/jdssv
[1] https://twitter.com/CaAl/status/1150669746968416256
[1] https://www.sciencedirect.com/science/article/abs/pii/S0277953619303879
[1] https://medium.com/@darren_dahly/an-open-letter-to-dr-eva-orsmond-20f5d2420672

Top URLs in Tweet in G5:
[2] https://www.nbcnews.com/mach/science/scientists-are-searching-mirror-universe-it-could-be-sitting-right-ncna1023206
[1] https://nbcnews.trib.al/Jixa4bp
[1] https://nbcnews.trib.al/Bf4ovi0
[1] https://nbcnews.trib.al/eBVjXDv
[1] https://nbcnews.trib.al/dSR5IHf
[1] https://nbcnews.trib.al/zaOhNKW

Top URLs in Tweet in G6:
[11] https://link.medium.com/jeN0CxiDeY
[8] https://chefquant.blogspot.com/2019/06/before-you-open-new-restaurant-read.html
[8] https://medium.com/@ODSC/essential-nlp-tools-code-and-tips-39b7b2b7d7ba
[5] https://gumroad.com/l/VVZsI
[4] https://mymodernmet.com/astronomy-maps-atlas-of-space/
[4] https://cognitiveclass.ai/courses/data-science-with-open-data/
[3] https://www.cambridge.org/dce
[3] https://www.capecodtimes.com/news/20190715/ongoing-compilation-of-scientific-studies-on-nantucket-planned-with-data-repository
[3] https://medium.com/@ODSC/adversarial-attacks-on-deep-neural-networks-ca847ab1063
[3] https://link.medium.com/Or3wMWMSfY

Top URLs in Tweet in G7:
[5] https://ounews.co/science-mct/space/open-university-announced-as-nasa-partner-on-mission-to-the-moon/
[2] https://www.open.edu/openlearn/science-maths-technology/across-the-sciences/moons?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://www.open.edu/openlearn/science-maths-technology/science/geology/geology-toolkit?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://www.open.edu/openlearn/science-maths-technology/ethics-science/content-section-0?active-tab=description-tab&fb=Course
[1] https://www.open.edu/openlearn/science-maths-technology/the-oceans/content-section-0?active-tab=description-tab&fb=course
[1] https://www.open.edu/openlearn/science-maths-technology/computing-ict/hands-free-phone-tech-dangerous-so-why-do-car-firms-still-promote-it
[1] https://www.open.edu/openlearn/health-sports-psychology/infection-and-immunity/content-section-overview?active-tab=description-tab&utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://www.open.edu/openlearn/science-maths-technology/digital-forensics/content-section-0?active-tab=description-tab&utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://www.open.edu/openlearn/science-maths-technology/computing-ict/alan-turing-life-and-legacy
[1] https://www.open.edu/openlearn/science-maths-technology/explore-moon-rocks-taken-the-first-moon-landing?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn

Top URLs in Tweet in G8:
[1] http://www.talyarkoni.org/blog/2019/07/13/i-hate-open-science/

Top URLs in Tweet in G10:
[7] https://blog.scienceopen.com/2019/03/open-science-resources-on-scienceopen/
[4] https://aussda.at/en/news/news/eosc-pillar-new-eu-project-on-open-science-in-europe-starts/?tx_news_pi1%5Bcontroller%5D=News&tx_news_pi1%5Baction%5D=detail&cHash=0dbf975dd7cfe222565b238407a00199
[2] https://eshorizonte2020.es/actualidad/noticias/informacion-sobre-la-nube-europea-de-ciencia-abierta-european-open-science-cloud-eosc?platform=hootsuite
[2] https://blog.sub.uni-hamburg.de/?p=27524
[1] https://twitter.com/aquaticscinews/status/1149669884076285953
[1] https://www.aslo.org/blog/aslo-science-communication-internship-call-for-applications
[1] http://www.sciencedirect.com/science/authShare/S0967063717302583/20190713T141300Z/1?md5=b900f0b98f678bdc37698e58b266099b&dgcid=coauthor
[1] https://ucldigitalpress.co.uk/BOOC/Article/1/20/
[1] https://blog.scienceopen.com/2018/07/researcher-tools-on-scienceopen/
[1] https://www.scienceopen.com/search#('v'~3_'id'~''_'isExactMatch'~true_'context'~('kind'~11_'collection'~('id'~'af63c478-1341-4722-9e1a-d7cb13eafe62'_'kind'~0))_'kind'~77_'order'~0_'orderLowestFirst'~false_'query'~''_'filters'~!('kind'~45_'query'~'Future

Top Domains
Top Domains in Tweet in Entire Graph:
[279] twitter.com
[149] talyarkoni.org
[86] co.uk
[55] medium.com
[55] sciencedirect.com
[47] spotify.com
[32] vox.com
[28] bodybuilding.com
[27] youtube.com
[27] blogspot.com

Top Domains in Tweet in G1:
[109] twitter.com
[13] youtube.com
[9] sissa.it
[8] nationalgeographic.com
[8] blogspot.com
[6] github.com
[5] co.uk
[5] crowdcast.io
[4] signalsblog.ca
[4] phys.org

Top Domains in Tweet in G2:
[127] talyarkoni.org
[34] twitter.com
[17] speakerdeck.com
[17] coursera.org
[7] dimensions.ai
[7] reddit.com
[6] plos.org
[5] vox.com
[4] youtube.com
[4] zenodo.org

Top Domains in Tweet in G3:
[46] twitter.com
[25] spotify.com
[13] co.uk
[11] lnkd.in
[9] talyarkoni.org
[8] vox.com
[7] sciencedirect.com
[7] instagram.com
[6] facebook.com
[5] ac.uk

Top Domains in Tweet in G4:
[4] twitter.com
[3] talyarkoni.org
[1] jdssv.org
[1] sciencedirect.com
[1] medium.com

Top Domains in Tweet in G5:
[5] trib.al
[2] nbcnews.com

Top Domains in Tweet in G6:
[38] medium.com
[8] blogspot.com
[8] opendatascience.com
[6] cognitiveclass.ai
[5] gumroad.com
[5] twitter.com
[4] mymodernmet.com
[4] meetup.com
[3] cambridge.org
[3] capecodtimes.com

Top Domains in Tweet in G7:
[12] open.edu
[5] ounews.co
[1] bit.ly
[1] ukri.org
[1] co.uk
[1] ac.uk
[1] maventus.com

Top Domains in Tweet in G8:
[1] talyarkoni.org

Top Domains in Tweet in G10:
[21] scienceopen.com
[4] aussda.at
[2] eshorizonte2020.es
[2] uni-hamburg.de
[2] ouvrirlascience.fr
[1] twitter.com
[1] aslo.org
[1] sciencedirect.com
[1] co.uk
[1] eosc-pillar.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[453] scicomm
[244] openscience
[224] science
[58] openaccess
[45] research
[37] stem
[35] comscicon19
[35] datascience
[29] ai
[28] opendata



Top Hashtags in Tweet in G1:
[379] scicomm
[76] openscience
[58] science
[31] comscicon19
[20] sciart
[20] phdchat
[14] stem
[13] sciencetwitter
[12] itrtg
[12] bigdata

Top Hashtags in Tweet in G2:
[64] openscience
[17] scipy2019
[9] sips2019
[7] ohbm2019
[4] science
[4] scicomm
[4] emcl8
[4] openaccess
[4] openscholarship
[3] animalresearch

Top Hashtags in Tweet in G3:
[53] science
[15] kellyjobs
[15] kellyservices
[10] news
[8] openscience
[8] technology
[8] openaccess
[7] education
[6] stem
[6] space

Top Hashtags in Tweet in G4:
[9] user2019
[3] openscience
[1] deltasafrica19
[1] ohbm2019
[1] endweightstigma
[1] pregnancy

Top Hashtags in Tweet in G5:
[1] datascience
[1] science

Top Hashtags in Tweet in G6:
[25] datascience
[17] opendata
[17] ai
[11] internetofthings
[8] deeplearning
[7] data
[7] datacentricengineering
[7] artificialintelligence
[6] science
[6] machinelearning

Top Hashtags in Tweet in G7:
[14] moonlandings
[5] science
[4] driving
[3] oceans
[3] ou50
[2] geology
[2] experiments
[2] digital
[2] computing
[2] 8days

Top Hashtags in Tweet in G10:
[26] scicomm
[21] scienceopen
[19] aslo
[19] internship
[19] gradstudents
[14] openscience
[12] oceanicfronts
[8] fairdata
[7] bigdata
[7] metadata

Top Words
Top Words in Tweet in Entire Graph:
[4149] Words in Sentiment List#1: Positive
[2035] Words in Sentiment List#2: Negative
[250] Words in Sentiment List#3: Angry/Violent
[129992] Non-categorized Words
[136177] Total Words
[4004] open
[3218] science
[775] data
[543] new
[453] #scicomm

Top Words in Tweet in G1:
[379] #scicomm
[127] science
[76] #openscience
[59] out
[58] #science
[49] new
[47] open
[47] great
[47] one
[46] s

Top Words in Tweet in G2:
[621] open
[562] science
[250] talyarkoni
[216] hate
[108] think
[99] tal's
[79] many
[64] #openscience
[64] briannosek
[62] identity

Top Words in Tweet in G3:
[441] open
[413] science
[53] #science
[47] more
[46] now
[37] new
[34] jobs
[33] s
[32] see
[29] access

Top Words in Tweet in G4:
[343] open
[325] data
[283] journal
[179] science
[152] statistics
[152] access
[131] we've
[131] started
[131] new
[131] visualisation

Top Words in Tweet in G5:
[182] open
[179] oak
[179] ridge
[179] national
[179] laboratory
[179] eastern
[179] tennessee
[179] physicist
[179] leah
[179] broussard

Top Words in Tweet in G6:
[168] data
[161] open
[142] science
[59] odsc
[42] source
[30] new
[30] one
[30] ai
[26] explore
[25] medium

Top Words in Tweet in G7:
[94] re
[69] openuniversity
[64] moon
[52] nasa
[50] mission
[48] ground
[48] breaking
[48] back
[47] thrilled
[47] announce

Top Words in Tweet in G8:
[5] science
[4] open
[3] research
[3] tweeting
[3] see
[2] just4thecause
[2] doritmi
[2] bluelionblog
[2] fmri_guy
[2] mind

Top Words in Tweet in G9:
[164] america
[162] americans
[81] healthcare
[81] feel
[81] safe
[81] open
[81] difference
[81] love
[80] kurteichenwald
[80] s

Top Words in Tweet in G10:
[63] open
[35] science
[26] #scicomm
[21] #scienceopen
[20] now
[19] aslo_org
[19] accepting
[19] applications
[19] #aslo
[19] #internship

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[890] open,science
[387] open,access
[363] data,science
[253] open,data
[244] open,portal
[240] portal,parallel
[237] trying,open
[216] open,source
[183] national,laboratory
[182] oak,ridge

Top Word Pairs in Tweet in G1:
[20] open,science
[16] check,out
[15] #science,#scicomm
[10] don,t
[9] #scicomm,#scipol
[8] science,communication
[8] #scicomm,#sciart
[8] social,media
[7] #sciart,#scicomm
[7] #scicomm,#science

Top Word Pairs in Tweet in G2:
[448] open,science
[117] hate,open
[110] talyarkoni,hate
[49] talyarkoni,well
[49] hate,tal
[48] hate,talyarkoni
[48] well,hate
[48] tal,person
[48] person,tal's
[48] tal's,name

Top Word Pairs in Tweet in G3:
[79] open,science
[22] open,access
[21] computer,science
[21] click,link
[21] link,bio
[21] bio,see
[21] see,currently
[21] currently,open
[19] now,open
[17] science,open

Top Word Pairs in Tweet in G4:
[152] journal,data
[152] data,science
[152] science,statistics
[152] open,access
[152] open,data
[131] we've,started
[131] started,new
[131] new,journal
[131] journal,journal
[131] statistics,visualisation

Top Word Pairs in Tweet in G5:
[179] oak,ridge
[179] ridge,national
[179] national,laboratory
[179] laboratory,eastern
[179] eastern,tennessee
[179] tennessee,physicist
[179] physicist,leah
[179] leah,broussard
[179] broussard,trying
[179] trying,open

Top Word Pairs in Tweet in G6:
[114] data,science
[60] open,data
[42] open,source
[38] odsc,open
[24] healthcare,one
[24] one,top
[24] top,industries
[24] industries,data
[24] science,ai
[24] ai,implementation

Top Word Pairs in Tweet in G7:
[48] ground,breaking
[47] re,thrilled
[47] thrilled,announce
[47] announce,re
[47] re,supporting
[47] supporting,ground
[47] breaking,nasa
[47] nasa,mission
[47] mission,go
[47] go,back

Top Word Pairs in Tweet in G8:
[2] sort,science
[2] science,research
[2] research,background
[2] background,comfortable
[2] comfortable,tweeting
[2] tweeting,german
[2] german,please
[2] please,reach
[2] reach,out

Top Word Pairs in Tweet in G9:
[81] americans,healthcare
[81] healthcare,americans
[81] americans,feel
[81] feel,safe
[81] safe,america
[81] america,open
[81] open,difference
[81] difference,america
[81] america,love
[80] kurteichenwald,americans

Top Word Pairs in Tweet in G10:
[22] open,science
[19] now,accepting
[19] accepting,applications
[19] applications,#aslo
[19] #aslo,#scicomm
[19] #scicomm,#internship
[19] #internship,beginning
[19] beginning,january
[19] january,2020
[19] 2020,open

Top Replied-To
Top Replied-To in Entire Graph:
@talyarkoni
@bradpwyble
@briannosek
@msphelps
@o_guest
@obadafidii
@psychrabble
@egonwillighagen
@lysanderjames
@irisvanrooij

Top Replied-To in G1:
@_open_science_
@academicchatter
@abgutman
@leonardahun
@cavalleyjake
@petroliaindie
@gigglybear1982
@billnye
@madscijim
@dannyjamesward

Top Replied-To in G2:
@talyarkoni
@briannosek
@msphelps
@o_guest
@bradpwyble
@lysanderjames
@egonwillighagen
@rmwillen
@irisvanrooij
@ameliazein

Top Replied-To in G4:
@jurgenvinju

Top Replied-To in G5:
@thinker___1
@baronblxck

Top Replied-To in G7:
@markmccaughrean

Top Replied-To in G8:
@kidoctr
@weaponizedword1

Top Mentioned
Top Mentioned in Entire Graph:
@talyarkoni
@nbcnews
@caal
@kurteichenwald
@badastronomer
@openuniversity
@grrrgraphics
@scottadamssays
@msphelps
@briannosek

Top Mentioned in G1:
@academicchatter
@_open_science_
@necss
@g4mma
@agu_scicomm
@roysocchem
@gorskon
@sorenwheeler
@scienceriotinc
@khayhoe

Top Mentioned in G2:
@talyarkoni
@briannosek
@msphelps
@protohedgehog
@opensciencemooc
@dsquintana
@o_guest
@irisvanrooij
@numfocus
@aterrel

Top Mentioned in G3:
@vijaypr89926251
@est_0203
@fabienprevots
@gsc1
@drugpatentwatch
@greenspacenyc
@big_data_news
@theatrebristol

Top Mentioned in G4:
@caal
@sharoz
@ckyobutungi
@neilernst
@smwindecker
@drevaorsmond
@talyarkoni
@ceptional
@maritahennessy
@aasciences

Top Mentioned in G5:
@nbcnews
@odsc
@davestewart4444
@_cropes_
@crixus_ar
@ma_d67
@podymc13
@a1__boston
@cthagod
@nbcnewsnow

Top Mentioned in G6:
@odsc
@startupfest
@datalabscotland
@tjido
@nebcanada
@fireside_info
@deep_in_depth
@swirrl
@scotgov
@lr_foundation

Top Mentioned in G7:
@openuniversity
@nasa
@oufreelearning
@esa
@bbciplayer
@markmccaughrean
@ou_stem
@spacerockslive
@stfc_matters
@simeonbarber

Top Mentioned in G8:
@just4thecause
@doritmi
@bluelionblog
@fmri_guy
@etweeetz
@wallyhussain
@juanita87722370
@keithlaw
@wangstar20161
@leslyann37

Top Mentioned in G9:
@kurteichenwald
@gop

Top Mentioned in G10:
@aslo_org
@peterimiller
@eoscpillar
@science_open
@oatp
@labxchange
@mybiotechniques
@endoconnect
@eoscsecretariat
@theaussda

Top Tweeters
Top Tweeters in Entire Graph:
@wweaverbot
@lopezgovlaw
@nosqldigest
@independent
@gamergeeknews
@real_infinity95
@himurotakasi
@ecointernetdrgb
@chidambara09
@schestowitz

Top Tweeters in G1:
@httweets
@guardian
@bbcnews
@washingtonpost
@deepgreendesign
@drmrfrancis
@academicchatter
@picardonhealth
@g4mma
@physorg_com

Top Tweeters in G2:
@myamadakg
@nembotavy_0101
@drugmonkeyblog
@nebula63
@pennyb
@pash22
@simon_brooke
@ayirpelle
@micheletto_d
@rockpapermoon

Top Tweeters in G3:
@wweaverbot
@lopezgovlaw
@ecointernetdrgb
@softmedian
@eraser
@thecouponplanet
@jchapman1729
@pm_girl
@abc13houston
@kane007

Top Tweeters in G4:
@portela_man
@albertocairo
@jacintodavila
@samgerrits
@ieakwame
@waltine
@drricky
@maritahennessy
@stephenpiment
@cjmoorehead

Top Tweeters in G5:
@real_infinity95
@snottiedrippen
@vipmediaevent
@c_coolidge
@da1nonlycmart
@vrikson_acosta
@ladybugassassin
@rsalvop
@socratic1
@nbcnews

Top Tweeters in G6:
@schestowitz
@into_ai
@entwistletx
@machinelearn_d
@jose_garde
@datascience__
@jranck
@startup_nerd
@wolfgin
@pythonbot_

Top Tweeters in G7:
@fleming77
@spookyhive
@fear_eile
@ana_captures
@bbciplayer
@jamiebgall
@nasa
@robertthibadeau
@markmccaughrean
@esa

Top Tweeters in G8:
@veritasever
@auntiedote
@xileenie
@sheeple101
@lalaruefrench75
@doritmi
@keithlaw
@vbalance03
@danaelizabeth69
@jim_herd

Top Tweeters in G9:
@himurotakasi
@trinitynyc
@evcoc54
@monstermarcia
@hapjamlaw
@shanselman
@kragar_lgf
@friendlywendyb
@anneottley
@zekesgirl1959

Top Tweeters in G10:
@nosqldigest
@chidambara09
@ottlegalrebels
@oatp
@scicommbot
@science_open
@biomedcentral
@fca_internships
@mybiotechniques
@leohavemann


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