open science, Twitter, 1/15/2019 4:57:30 PM, 182034


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open science_2019-01-15_07-07-04.xlsx
open science_2019-01-15_07-07-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2019
Short Description:
open science via NodeXL http://bit.ly/2Dd7x9L
@_open_science_
@big_data_flow
@psyopenaccess
@thongch34759935
@ceptional
@erictopol
@bennettvarsho
@friendsoscience
@prabarna
@mit

Top hashtags:
#scicomm
#science
#openscience
#openaccess
#stem
#research
#repro19

Description:
Description
The graph represents a network of 6,710 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, 15 January 2019 at 15:08 UTC.

The requested start date was Tuesday, 15 January 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 3-day, 7-hour, 45-minute period from Friday, 11 January 2019 at 17:14 UTC to Tuesday, 15 January 2019 at 01:00 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 : 6710
Unique Edges : 8207
Edges With Duplicates : 1577
Total Edges : 9784
Number of Edge Types : 3
Mentions : 8045
Tweet : 1329
Replies to : 410
Self-Loops : 1329
Reciprocated Vertex Pair Ratio : 0.0263753829758892
Reciprocated Edge Ratio : 0.0513951979234263
Connected Components : 1308
Single-Vertex Connected Components : 577
Maximum Vertices in a Connected Component : 2040
Maximum Edges in a Connected Component : 3644
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.316591
Graph Density : 0.00017115607990601
Modularity : 0.798901
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[156] https://www.bbc.co.uk/news/science-environment-46823440
[86] http://snap.stanford.edu/apply/index-postdoc.php
[71] https://nbcnews.trib.al/IgtvVP7
[59] https://nbcnews.trib.al/qPmbPm1
[59] https://nbcnews.trib.al/dlHuOVm
[56] https://nbcnews.trib.al/NdQ8JJU
[55] https://nbcnews.trib.al/YeLqg8X
[50] https://www.cwts.nl/news?article=n-r2v294
[44] http://issi-society.org/blog/posts/2019/january/the-international-society-for-scientometrics-and-informetrics-ends-support-for-journal-of-informetrics-launches-new-open-access-journal-quantitative-science-studies/
[38] https://nbcnews.trib.al/XPY4Ydo

Top URLs in Tweet in G1:
[112] https://www.bbc.co.uk/news/science-environment-46823440
[13] https://www.bbc.com/news/science-environment-46823440
[9] https://nbcnews.trib.al/hKjbDTA
[6] https://www.statesmanjournal.com/story/tech/science/environment/2018/01/04/oil-drilling-oregon-washington-northwest-trump-proposal/1005548001/?fbclid=IwAR3u7iQph5y8jrCjyoQ5Mue8_zGycVnPa-fcV5nzjgOBtsWxzGxMf6VYMWE
[6] https://www.vox.com/science-and-health/2019/1/4/17989224/intellectual-humility-explained-psychology-replication
[5] https://www.bbc.co.uk/news/science-environment-46823440?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.sciencemag.org/news/2019/01/will-world-embrace-plan-s-radical-proposal-mandate-open-access-science-papers
[4] https://trib.al/iBum2RN
[3] https://www.nbcnews.com/mach/science/looming-galactic-collision-will-rip-open-black-hole-milky-way-ncna955731
[3] https://www.statesmanjournal.com/story/tech/science/environment/2018/01/04/oil-drilling-oregon-washington-northwest-trump-proposal/1005548001/?fbclid=IwAR3wNN33iOEm3Mzlo2ltpK_Jp1LGrtObYDvu6QIYQyUSjloPsHBjmYyIWu4

Top URLs in Tweet in G2:
[8] https://iands.org/research/publications/vital-signs/79-vs22no1burton.html
[7] https://twitter.com/maddie_sofia/status/1084163661025955845
[4] https://www.goodreads.com/review/show/2644022913
[4] https://www.eurekatoken.io/
[3] https://www.meetup.com/pro/pydata/
[3] https://twitter.com/paleoparadox/status/1084149021898199041
[2] https://librarycarpentry.org/Top-10-FAIR/
[2] https://phys.org/news/2019-01-dna-wolf-declared-extinct-wild.html
[2] https://chembites.org/2019/01/09/anaerobic-and-aerobic-microbes-tag-team-to-break-down-carcinogenic-groundwater-contaminates/?utm_content=buffer10ad3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://ow.ly/B1yF30na9aeU

Top URLs in Tweet in G3:
[69] https://nbcnews.trib.al/IgtvVP7
[59] https://nbcnews.trib.al/dlHuOVm
[59] https://nbcnews.trib.al/qPmbPm1
[54] https://nbcnews.trib.al/NdQ8JJU
[52] https://nbcnews.trib.al/YeLqg8X
[36] https://nbcnews.trib.al/XPY4Ydo
[5] https://nbcnews.trib.al/m0Gmawv
[4] https://www.nbcnews.com/mach/science/looming-galactic-collision-will-rip-open-black-hole-milky-way-ncna955731?cid=sm_npd_nn_fb_ma
[3] https://nbcnews.trib.al/e24Dwsu
[2] https://nbcnews.trib.al/rFR6D9w

Top URLs in Tweet in G4:
[50] https://www.cwts.nl/news?article=n-r2v294
[34] http://issi-society.org/blog/posts/2019/january/the-international-society-for-scientometrics-and-informetrics-ends-support-for-journal-of-informetrics-launches-new-open-access-journal-quantitative-science-studies/
[28] http://issi-society.org/blog/posts/2019/january/the-international-society-for-scientometrics-and-informetrics-ends-support-for-journal-of-informetrics-launches-new-open-access-journal-quantitative-science-studies/#disqus_thread
[14] https://www.insidehighered.com/news/2019/01/14/elsevier-journal-editors-resign-start-rival-open-access-journal#.XDyvceRd3Fw.twitter
[6] https://www.cwts.nl/news?article=n-r2v294&title=editorial-board-of-journal-of-informetrics-resigns-and-launches-new-journal
[4] https://www.sciencemag.org/news/2019/01/will-world-embrace-plan-s-radical-proposal-mandate-open-access-science-papers
[3] https://www.scienceguide.nl/2019/01/editorial-board-of-informetrics-resigns-at-elsevier-and-starts-new-journal/
[2] https://mitpress.mit.edu/press-news/qss-launch
[2] http://www.academie-sciences.fr/en/Colloquia-Conferences-and-Debates/foresighting-open-science.html
[2] http://snap.stanford.edu/apply/index-postdoc.php

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=FBF6F4Bi6Sg

[1] https://blog.friendsofscience.org/2018/10/30/faulty-premises-poor-public-policy-on-climate-responding-to-ipcc-sr15/
[1] https://slate.com/technology/2013/11/polywater-history-and-science-mistakes-the-u-s-and-ussr-raced-to-create-a-new-form-of-water.html
[1] https://www.edx.org/course/making-sense-climate-science-denial-uqx-denial101x-0
[1] https://www.bbc.co.uk/news/science-environment-46823440
[1] http://www.cnn.com/2019/01/13/health/james-watson-honors-stripped-intl/index.html
[1] https://wattsupwiththat.com/2009/11/27/an-open-letter-from-dr-judith-curry-on-climate-science/

Top URLs in Tweet in G6:
[2] https://www.sciencemag.org/news/2019/01/will-world-embrace-plan-s-radical-proposal-mandate-open-access-science-papers
[1] https://eab.com/daily-briefing/2019/01/07/5-innovative-colleges-to-watch-in-2019?utm_source=twitter&utm_medium=social&utm_campaign=eabdb
[1] http://science.sciencemag.org/content/363/6423/130?panels_ajax_tab_trigger=tab-pdf&panels_ajax_tab_tab=jnl_sci_tab_pdf&_=1547147843705&sso=1&sso_redirect_count=1&oauth-code=2d65ee25-91de-405b-82cf-914481b5a486
[1] http://www.sciencemag.org/news/2019/01/will-world-embrace-plan-s-radical-proposal-mandate-open-access-science-papers
[1] http://science.sciencemag.org/content/363/6423/130
[1] https://www.actua.ad/open-innovation-challenge-andorra

Top URLs in Tweet in G7:
[2] https://www.reddit.com/r/Open_Science/comments/aewe3z/first_release_for_module_1_of_the_open_science/?utm_source=ifttt
[1] https://twitter.com/koen_hufkens/status/1084028840324882432
[1] https://thehardestscience.com/2013/03/25/reflections-on-a-foray-into-post-publication-peer-review/
[1] http://issi-society.org/blog/posts/2019/january/the-international-society-for-scientometrics-and-informetrics-ends-support-for-journal-of-informetrics-launches-new-open-access-journal-quantitative-science-studies/
[1] https://www.insidehighered.com/news/2019/01/14/elsevier-journal-editors-resign-start-rival-open-access-journal#.XDyvceRd3Fw.twitter
[1] https://forbetterscience.com/2018/06/13/jessus-critics-defiant-reactionary-cock-up-and-chicken-of-dishonour-legion/
[1] http://flakyj.blogspot.com/2017/03/avid-science.html
[1] https://twitter.com/KriegeskorteLab/status/1084347487320764416
[1] https://www.reddit.com/r/Open_Science/comments/afkbai/the_misalignment_of_open_science_and_research/?utm_source=ifttt
[1] https://dspacecris.eurocris.org/handle/11366/719

Top URLs in Tweet in G8:
[84] http://snap.stanford.edu/apply/index-postdoc.php
[1] http://www.inspiringgirls.org/
[1] https://www.sciencedirect.com/science/article/pii/S1871519217302019?dgcid=author&fbclid=IwAR1QGQpr4-bC-ZawklV3390Ox9G9AKZn4uvvr9ci57ZeM0Kk_USQBhlHxUI
[1] https://www.meetup.com/it-IT/Milan-Women-in-Machine-Learning-and-Data-Science/
[1] http://stem.open.ac.uk/study/undergraduate-subject-areas/health-sciences?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://bit.ly/2Enohft?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn&utm_content=STEM+Content
[1] https://bit.ly/2GuhKlz?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn&utm_content=STEM+Content
[1] https://www.forwomeninscience.com/
[1] http://eurodoc.net/news/2019/slovenian-national-associations-event-on-open-science-thinking-globally-acting-locally
[1] https://www.linkedin.com/pulse/open-science-event-slovenia-ana-slavec/

Top URLs in Tweet in G9:
[5] https://scilib.typepad.com/science_library_pad/2019/01/open-science-in-canadas-2018-2020-open-government-plan.html
[3] http://corist-shs.cnrs.fr/Rentier_scienceouverte_2018
[3] https://www.crossref.org/members/prep/
[2] https://twitter.com/TheNeuro_MNI/status/1083411547484028928
[2] https://www.scienceopen.com/collection/e15c45a2-9be4-4068-99ff-aeda45c4c42f
[2] https://scholarlykitchen.sspnet.org/2019/01/14/plan-s-what-about-researchers/
[2] https://openpharma.blog/2019/01/11/weekly-digest-whats-happening-in-open-science-64/
[1] https://rxivist.org/top/2018
[1] https://twitter.com/richabdill/status/1084463492776816641
[1] https://breakthroughprize.org/News/49

Top URLs in Tweet in G10:
[5] https://twitter.com/MaxBellSchool/status/1081234598779080706
[3] https://gitlab.lrz.de/rocs/kickoff/blob/master/kickoff-program.md
[2] http://issi-society.org/blog/posts/2019/january/the-international-society-for-scientometrics-and-informetrics-ends-support-for-journal-of-informetrics-launches-new-open-access-journal-quantitative-science-studies/
[1] https://twitter.com/ceptional/status/953713981578911744
[1] https://gist.github.com/nicebread/9cbaed7e34349cca1eef020e714f20d5
[1] https://twitter.com/GCQjournal/status/1083464805330157568
[1] https://lists.lrz.de/mailman/listinfo/munichrocs
[1] https://www.biorxiv.org/content/early/2019/01/13/515643
[1] https://www.meetup.com/open-source-data-science/events/256974934/?utm_campaign=ODSC%20East&utm_content=82546723&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://goo.gl/forms/Y2VXnfwMHJXVOkBt1?utm_campaign=ODSC%20East&utm_content=82546723&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323

Top Domains
Top Domains in Tweet in Entire Graph:
[436] trib.al
[246] twitter.com
[198] co.uk
[86] stanford.edu
[75] issi-society.org
[56] cwts.nl
[46] sciencemag.org
[44] ac.uk
[40] youtube.com
[37] nbcnews.com

Top Domains in Tweet in G1:
[123] co.uk
[32] twitter.com
[18] spotify.com
[18] trib.al
[14] bbc.com
[13] statesmanjournal.com
[10] facebook.com
[10] sciencemag.org
[9] lnkd.in
[9] goo.gl

Top Domains in Tweet in G2:
[120] twitter.com
[18] youtube.com
[10] co.uk
[8] iands.org
[7] eurekatoken.io
[5] blogspot.com
[5] agu.org
[4] neuroblogsdaily.com
[4] goodreads.com
[4] scienceandnonduality.com

Top Domains in Tweet in G3:
[345] trib.al
[8] nbcnews.com

Top Domains in Tweet in G4:
[63] issi-society.org
[56] cwts.nl
[16] insidehighered.com
[5] twitter.com
[4] sciencemag.org
[3] scienceguide.nl
[2] mit.edu
[2] academie-sciences.fr
[2] stanford.edu
[1] fairopenaccess.org

Top Domains in Tweet in G5:
[1] youtube.com
[1] friendsofscience.org
[1] slate.com
[1] edx.org
[1] co.uk
[1] cnn.com
[1] wattsupwiththat.com

Top Domains in Tweet in G6:
[5] sciencemag.org
[1] eab.com
[1] actua.ad

Top Domains in Tweet in G7:
[3] reddit.com
[2] twitter.com
[1] thehardestscience.com
[1] issi-society.org
[1] insidehighered.com
[1] forbetterscience.com
[1] blogspot.com
[1] eurocris.org
[1] zenodo.org
[1] arxiv.org

Top Domains in Tweet in G8:
[84] stanford.edu
[2] bit.ly
[1] inspiringgirls.org
[1] sciencedirect.com
[1] meetup.com
[1] ac.uk
[1] forwomeninscience.com
[1] eurodoc.net
[1] linkedin.com
[1] issi-society.org

Top Domains in Tweet in G9:
[18] scienceopen.com
[5] twitter.com
[5] typepad.com
[3] cnrs.fr
[3] sspnet.org
[3] crossref.org
[2] openpharma.blog
[1] rxivist.org
[1] breakthroughprize.org
[1] eurocris.org

Top Domains in Tweet in G10:
[9] twitter.com
[4] lrz.de
[2] issi-society.org
[2] meetup.com
[2] goo.gl
[1] github.com
[1] biorxiv.org
[1] government.nl
[1] blogspot.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[483] scicomm
[201] science
[183] openscience
[62] openaccess
[38] stem
[33] research
[28] repro19
[28] acadape
[27] opendata
[25] ambiente



Top Hashtags in Tweet in G1:
[33] science
[10] education
[9] kellyjobs
[9] kellyservices
[5] research
[5] engineering
[5] stem
[5] space
[4] nowplaying
[4] odsc

Top Hashtags in Tweet in G2:
[449] scicomm
[89] openscience
[61] science
[19] phdchat
[17] scipol
[17] research
[16] sciart
[15] opendata
[14] ico
[14] snrtg

Top Hashtags in Tweet in G3:
[1] science

Top Hashtags in Tweet in G4:
[29] openaccess
[4] informetrics
[3] plan_s
[2] openscience
[1] i4oc
[1] copyright
[1] plans
[1] academicpublishing
[1] acessoaberto
[1] scientometrics

Top Hashtags in Tweet in G5:
[2] climate
[1] science
[1] agw

Top Hashtags in Tweet in G6:
[3] plans
[3] publishers
[3] scientists
[1] college

Top Hashtags in Tweet in G7:
[2] openscience
[2] openaccess

Top Hashtags in Tweet in G8:
[2] republic
[2] borders
[1] security
[1] science
[1] reason
[1] buildthewall
[1] nationalobesityweek
[1] openscience
[1] eurodoc4openscience

Top Hashtags in Tweet in G9:
[28] acadape
[15] scienceopen
[9] science
[8] openscience
[6] scholarly
[6] openaccess
[5] breakthroughprize
[5] impact
[5] transparent
[5] interoperable

Top Hashtags in Tweet in G10:
[21] openscience
[8] psychacks
[7] rse
[5] odsc
[2] gcq
[1] openaccess
[1] welost

Top Words
Top Words in Tweet in Entire Graph:
[4380] Words in Sentiment List#1: Positive
[1712] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[130785] Non-categorized Words
[136878] Total Words
[3284] open
[3041] science
[794] new
[642] years
[547] know

Top Words in Tweet in G1:
[600] open
[429] science
[170] new
[150] wood
[146] plan
[146] air
[141] fires
[139] face
[136] restrictions
[132] burners

Top Words in Tweet in G2:
[453] scicomm
[197] science
[89] openscience
[70] new
[65] more
[59] open
[58] research
[56] s
[51] great
[44] one

Top Words in Tweet in G3:
[348] milky
[342] way
[338] years
[333] end
[333] know
[333] come
[333] few
[333] billion
[333] ahead
[333] schedule

Top Words in Tweet in G4:
[207] journal
[128] open
[125] science
[111] new
[105] informetrics
[70] quantitative
[69] access
[64] editorial
[61] board
[59] studies

Top Words in Tweet in G5:
[21] 6esm
[20] climateofgavin
[19] open
[16] bradschrag
[16] michaelemann
[15] gavin_cawley
[15] theresphysics
[15] ec_kosters
[15] rarohde
[15] pointing

Top Words in Tweet in G6:
[127] open
[123] 6
[123] years
[123] ago
[123] moocs
[123] massive
[123] online
[123] courses
[123] supposed
[123] big

Top Words in Tweet in G7:
[122] open
[101] science
[29] irisvanrooij
[29] kindness
[21] without
[21] power
[20] mindfulness
[20] structures
[20] privileged
[20] powerful

Top Words in Tweet in G8:
[109] science
[109] open
[90] group
[86] apply
[85] positions
[84] postdoc
[84] machine
[84] learning
[84] network
[84] stanford

Top Words in Tweet in G9:
[49] open
[41] science
[28] acadape
[23] preprints
[17] 2018
[16] out
[16] scienceopen
[13] cziscience
[13] support
[13] check

Top Words in Tweet in G10:
[73] open
[72] science
[27] people
[26] 01
[23] openscience
[19] munichrocs
[19] 28
[17] lrz_de
[17] heidibaya
[14] want

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[472] open,science
[449] milky,way
[425] end,milky
[425] way,know
[425] know,come
[425] come,few
[425] few,billion
[425] billion,years
[425] years,ahead
[425] ahead,schedule

Top Word Pairs in Tweet in G1:
[139] open,fires
[132] wood,burners
[128] burners,open
[128] fires,face
[127] face,restrictions
[124] restrictions,new
[124] clean,air
[122] new,clean
[122] air,plan
[57] open,science

Top Word Pairs in Tweet in G2:
[15] open,science
[13] check,out
[13] science,scicomm
[13] scicomm,piece
[11] tokeneureka,ico
[11] new,conversationus
[11] conversationus,piece
[11] piece,new
[11] new,scicomm
[11] piece,waronscience

Top Word Pairs in Tweet in G3:
[341] milky,way
[333] end,milky
[333] way,know
[333] know,come
[333] come,few
[333] few,billion
[333] billion,years
[333] years,ahead
[333] ahead,schedule
[325] nbcnews,end

Top Word Pairs in Tweet in G4:
[70] quantitative,science
[69] open,access
[61] editorial,board
[60] new,open
[59] science,studies
[54] j,informetrics
[54] access,journal
[50] comments,resignation
[50] resignation,j
[50] informetrics,editorial

Top Word Pairs in Tweet in G5:
[16] climateofgavin,michaelemann
[15] gavin_cawley,theresphysics
[15] theresphysics,ec_kosters
[15] ec_kosters,6esm
[15] 6esm,bradschrag
[15] bradschrag,rarohde
[15] rarohde,climateofgavin
[15] michaelemann,pointing
[14] baerbelw,gavin_cawley
[14] pointing,potentia

Top Word Pairs in Tweet in G6:
[123] 6,years
[123] years,ago
[123] ago,moocs
[123] moocs,massive
[123] massive,open
[123] open,online
[123] online,courses
[123] courses,supposed
[123] supposed,big
[123] big,disruption

Top Word Pairs in Tweet in G7:
[66] open,science
[20] science,without
[20] without,kindness
[20] kindness,mindfulness
[20] mindfulness,power
[20] power,structures
[20] structures,open
[20] open,privileged
[20] privileged,powerful
[20] powerful,iow

Top Word Pairs in Tweet in G8:
[84] postdoc,positions
[84] positions,machine
[84] machine,learning
[84] learning,network
[84] network,science
[84] science,open
[84] open,group
[84] group,stanford
[84] stanford,please
[84] please,apply

Top Word Pairs in Tweet in G9:
[27] open,science
[11] check,out
[10] re,proud
[10] proud,support
[10] support,open
[10] science,including
[10] including,preprints
[10] preprints,check
[10] out,top
[10] top,2018

Top Word Pairs in Tweet in G10:
[30] open,science
[19] 28,01
[13] people,live
[13] live,stream
[13] stream,science
[13] science,online
[13] online,twitch
[13] twitch,people
[13] people,even
[13] even,want

Top Replied-To
Top Replied-To in Entire Graph:
@danielrosario_1
@opoleigh
@daviddewolf
@legendzane
@tokeneureka
@djnavarro
@tosinolugbenga
@beastcoaster91
@alc_anthro
@tyrell_turing

Top Replied-To in G1:
@ncdmph

Top Replied-To in G2:
@opoleigh
@daviddewolf
@tokeneureka
@bakerhhhs
@gop
@thecosmicrey
@leesaklich2
@adjacentsci
@foramfriday
@poojaagarwal

Top Replied-To in G4:
@fuzzyleapfrog
@brembs
@nwonieuws
@aasciences
@qss_issi

Top Replied-To in G5:
@6esm
@scottadamssays
@mogensenpeter
@thedjrichyb
@quantummist
@dunvirkin
@ecosensenow
@fakeleftsucks
@gavin_cawley
@nexjql

Top Replied-To in G6:
@erictopol

Top Replied-To in G7:
@tyrell_turing
@djnavarro
@kriegeskortelab
@emilyandthelime
@ben_c_j
@o_guest
@hardsci
@fxcoudert
@schneiderleonid
@behrenstimb

Top Replied-To in G9:
@rickypo
@nessafairhurst
@coffeepot
@karlgademann
@chgutknecht
@biogerontology

Top Replied-To in G10:
@grumpy_rn
@jeroenbosman
@djnavarro
@jonathancorbin2
@sebasti01463369

Top Mentioned
Top Mentioned in Entire Graph:
@nbcnews
@nbcnewsmach
@erictopol
@jure
@bryandechart
@msnbc
@ludowaltman
@issi_p
@qss_issi
@thongch34759935

Top Mentioned in G1:
@michaeljb
@masuminishimura
@everlearntweets
@suzieqsolutions
@cdellamore
@markandzac
@sdgscameroon

Top Mentioned in G2:
@_open_science_
@g4mma
@johnbesley
@conversationus
@tokeneureka
@ncbs_bangalore
@agu_scicomm
@aacr
@dramyparish
@alda

Top Mentioned in G3:
@nbcnews
@nbcnewsmach
@whattheifshow

Top Mentioned in G4:
@ludowaltman
@issi_p
@qss_issi
@cameronneylon
@lariviev
@albertomartin
@mitpress
@djjmorgan
@issi_pres
@readermeter

Top Mentioned in G5:
@climateofgavin
@6esm
@bradschrag
@michaelemann
@theresphysics
@ec_kosters
@rarohde
@baerbelw
@gavin_cawley
@miked194765

Top Mentioned in G6:
@erictopol
@mit
@sciencemagazine
@bjfr
@josearuiperez
@allea_academies
@iniciativaactua
@eddivehighered
@ucberkeley
@jmmason

Top Mentioned in G7:
@irisvanrooij
@drkjjeffery
@o_guest
@kriegeskortelab
@zerdeve
@profdata
@tallinzen
@djnavarro
@siminevazire
@hardsci

Top Mentioned in G8:
@jure
@loreal_uki
@unesco
@aslavec
@wimlds_milan
@eurodoc
@unescouk
@4womeninscience
@ou_stem

Top Mentioned in G9:
@cziscience
@biorxivpreprint
@science_open
@sdawsonberlin
@nihdirector
@brkthroughprize
@scilib
@rickypo
@alleninstitute
@sage_news

Top Mentioned in G10:
@heidibaya
@lrz_de
@maurice_y_lee
@xenia_sch
@jeroenbosman
@nic
@aledmedwards
@egonwillighagen
@grumpy_rn
@msphelps

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@yuuji_k1
@arkangelscrap
@dichristine
@robre62
@cyberdomain
@nosqldigest
@joleonbusby
@jondknight
@prpnews

Top Tweeters in G1:
@cyberdomain
@jondknight
@prpnews
@cahulaan
@jackiedeburca
@luanamaclac
@opennviral
@programmingncr
@openngold
@geoffkernow

Top Tweeters in G2:
@nytimes
@deepgreendesign
@starbucks
@drjengunter
@may_gun
@drmel_t
@jblefevre60
@g4mma
@stephaniekays
@ceu37viana

Top Tweeters in G3:
@joleonbusby
@real_infinity95
@raumunz
@mjgarciakcmo
@feralislandbud
@safelibraries
@barretttechnet
@gvalan
@gewiretz
@burcham_don

Top Tweeters in G4:
@dcarsoncpa_ma
@elizaeffect
@ngc6544
@remixtures
@pgkroeger
@annettestr
@sibelefausto
@operationoxygen
@mzunigap
@martinlindner

Top Tweeters in G5:
@latinmass9876
@catoletters
@eachus
@cnn
@tokyo_tom
@ellinjaa
@tan123
@carbongate
@deborahskyrim
@jenninemorgan

Top Tweeters in G6:
@ketaminh
@damatterhorn
@ayirpelle
@jafurtado
@jadepinksameera
@rosataberner
@drroykim
@sjogrensforum
@martinacuna1965
@proftomquinn

Top Tweeters in G7:
@lemondefr
@nebula63
@johnthejack
@steltenpower
@mediapart
@o_guest
@briandavidearp
@schneiderleonid
@eric0lawton
@mrhunsaker

Top Tweeters in G8:
@maperez324
@santchiweb
@nembotavy_0101
@eighttons
@nisansadds
@mrmeritology
@romunov
@robots_and_ais
@barkhad
@nmusar

Top Tweeters in G9:
@ernestopriego
@peddanna_ullaji
@neuromusic
@absentminddmama
@martin_eve
@dupuisj
@mart1oeil
@scilib
@cmkhealthatwork
@biorxivpreprint

Top Tweeters in G10:
@machinelearnflx
@mapc
@albertspijkers
@avensarah
@dialmformara
@egonwillighagen
@jtlevy
@takayamamartha
@openscience
@anandstweets


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