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aaas_2017-02-17_06-59-20.xlsx
aaas_2017-02-17_06-59-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 17, 2017
Short Description:
aaas via NodeXL http://bit.ly/2lqIbga
@aaas
@aaasmeetings
@research_uk
@gatesfoundation
@tiffanylohwater
@sciencemagazine
@aaas_entr

Description:
Description
The graph represents a network of 3,459 Twitter users whose tweets in the requested range contained "aaas", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 17 February 2017 at 15:02 UTC.

The requested start date was Friday, 17 February 2017 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, 23-hour, 31-minute period from Monday, 13 February 2017 at 01:29 UTC to Friday, 17 February 2017 at 01:01 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 : 3459
Unique Edges : 5793
Edges With Duplicates : 2475
Total Edges : 8268
Self-Loops : 1436
Reciprocated Vertex Pair Ratio : 0.0420670897552131
Reciprocated Edge Ratio : 0.0807377762310771
Connected Components : 566
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 2241
Maximum Edges in a Connected Component : 6072
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.38862
Graph Density : 0.000480469303220022
Modularity : 0.523591
NodeXL Version : 1.0.1.372

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[175] http://du3a.org
[140] http://www.rcuk.ac.uk/aaas
[87] http://www.aaas.org/livestream
[69] http://www.sciencemag.org/about/aaas-and-gates-foundation-partnership-announcement
[56] https://www.statnews.com/2017/02/16/aaas-qa-trump-science/
[50] http://www.rcuk.ac.uk/aaas/
[37] https://science.house.gov/sites/republicans.science.house.gov/files/documents/HHRG-115-SY-WState-RHolt-20170207.pdf?utm_source=64&utm_medium=social&utm_campaign=AAAS-(@aaas)&utm_term=gbyehuda&utm_content=AAAS
[22] https://blog.esrc.ac.uk/2017/02/13/what-uk-research-is-on-show-at-aaas-2017-annual-meeting/
[20] http://www.ucsusa.org/action/events/UCS-at-AAAS.html?utm_source=twitter&utm_campaign=tw&utm_medium=social
[19] http://www.sciencemag.org/news/2017/02/dos-and-donts-scientists-who-want-shape-policy

Top URLs in Tweet in G1:
[42] https://www.statnews.com/2017/02/16/aaas-qa-trump-science/
[14] http://sciencenetlinks.com/daily-content/02/15/?utm_source=64&utm_medium=social&utm_campaign=AAAS-(@aaas)&utm_term=SciPak&utm_content=AAAS
[10] https://www.statnews.com/2017/02/16/aaas-qa-trump-science/?s_campaign=tw&utm_content=buffer9f72c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] http://www.aaas.org/livestream
[6] https://www.statnews.com/2017/02/15/brain-iniative-obama-trump/?s_campaign=tw&utm_content=buffer99344&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.statnews.com/2017/02/15/brain-iniative-obama-trump/?s_campaign=tw&utm_content=buffer327b4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.aaas.org/news/aaas-ceo-champions-merit-scientific-integrity-house-testimony?utm_source=twitter&utm_medium=news_tweet_button&utm_content=aaas-ceo-champions-merit-scientific-integrity-house-testimony&utm_campaign=aaasorg_news
[6] http://www.sciencemag.org/topics/features/special-package-path-evidence
[4] https://www.statnews.com/2017/02/15/brain-iniative-obama-trump/?s_campaign=tw&utm_content=buffer78240&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.aaas.org/page/aaas-martin-and-rose-wachtel-cancer-research-award?utm_source=sciencemagazine&utm_medium=twitter&utm_campaign=6326issue-11207

Top URLs in Tweet in G2:
[36] https://science.house.gov/sites/republicans.science.house.gov/files/documents/HHRG-115-SY-WState-RHolt-20170207.pdf?utm_source=64&utm_medium=social&utm_campaign=AAAS-(@aaas)&utm_term=gbyehuda&utm_content=AAAS
[21] http://www.aaas.org/livestream
[11] http://www.aaas.org/news/aaas-president-ceo-say-concerns-about-science-are-unprecedented
[7] http://www.aaas.org/communicatingscience
[7] https://www.statnews.com/2017/02/16/aaas-qa-trump-science/?s_campaign=tw&utm_content=buffer9f72c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://meetings.aaas.org/program/remote-viewing/?utm_source=64&utm_medium=social&utm_campaign=AAAS-Gov't-Relations-(@AAAS_GR)&utm_term=OoGR&utm_content=AAAS
[6] http://www.science-engage.org/aaas2017.html
[5] https://mcmprodaaas.s3.amazonaws.com/s3fs-public/AAAS
[5] R&D
[5] Budget

Top URLs in Tweet in G3:
[17] http://www.sciencemag.org/about/aaas-and-gates-foundation-partnership-announcement
[10] http://adsp.jp/117804001
[9] http://ad.aspm.jp/E89oIw/
[8] http://homecare.hatenablog.com/entry/2017/01/17/114025
[7] https://www.eurekalert.org/pub_releases/2017-02/pcfr-rod021417.php
[6] http://meetings.aaas.org/about-the-meeting/
[6] http://meetings.aaas.org/travel/boston/
[5] https://twitter.com/aaas/status/831548725961039874
[5] https://aaas.confex.com/aaas/2017/webprogram/Symposium421.html
[4] http://meetings.aaas.org/family-science-days/

Top URLs in Tweet in G4:
[41] http://www.sciencemag.org/about/aaas-and-gates-foundation-partnership-announcement
[16] http://www.nature.com/news/science-journals-permit-open-access-publishing-for-gates-foundation-scholars-1.21486
[11] https://scienmag.com/aaas-forms-partnership-to-expand-access-to-high-quality-scientific-publishing/
[8] https://twitter.com/ashleydfarley/status/831550016338612224
[5] http://www.sciencemag.org/news/2017/02/elsevier-journals-are-back-online-60-german-institutions-had-lost-access
[4] https://twitter.com/ashleydfarley/status/831561382659182592
[4] https://www.statnews.com/2017/02/16/aaas-qa-trump-science/
[4] http://www.sciencemag.org/news/2017/02/gates-foundation-strikes-deal-allow-its-researchers-publish-science-journals
[3] ?utm_source=64&utm_medium=social&utm_campaign=AAAS-(@aaas)&utm_term=gbyehuda&utm_content=AAAS
[3] http://www.prnewswire.com/news-releases/aaas-forms-partnership-to-expand-access-to-high-quality-scientific-publishing-300407060.html?tc=socialpost

Top URLs in Tweet in G5:
[50] http://www.aaas.org/livestream
[7] http://www.signupgenius.com/go/10c0b4aaba92da2f58-aaas?utm_source=64&utm_medium=social&utm_campaign=AAAS-Annual-Meeting-(@AAASmeetings)&utm_term=Meetings&utm_content=AAAS
[7] http://www.aginfo.net/index.cfm/report/id/Open-Range-36412
[6] https://aaas.confex.com/aaas/2017/webprogram/Session15271.html
[6] http://meetings.aaas.org/family-science-days/
[5] https://aaas.confex.com/aaas/2017/webprogram/Session15227.html
[5] http://www.signupgenius.com/go/10c0b4aaba92da2f58-aaas
[5] https://www.eurekalert.org/pub_releases/2017-02/aaft-nar021517.php
[5] https://medium.com/m/global-identity?redirectUrl=https://the-macroscope.org/im-a-scientist-this-is-what-i-ll-fight-for-554ccb15e99b
[5] https://www.eventbrite.com/e/experiencing-the-jrc-scenario-exploration-system-at-the-aaas-2017-tickets-31124287582

Top URLs in Tweet in G6:
[138] http://www.rcuk.ac.uk/aaas
[50] http://www.rcuk.ac.uk/aaas/
[22] https://blog.esrc.ac.uk/2017/02/13/what-uk-research-is-on-show-at-aaas-2017-annual-meeting/
[16] https://aaas.confex.com/aaas/2017/webprogram/start.html
[10] https://aaas.confex.com/aaas/2017/webprogram/Session15261.html
[4] https://aaas.confex.com/aaas/2017/webprogram/Paper19263.html
[4] http://ow.ly/weZ43091EJx?platform=hootsuite
[4] http://www.rcuk.ac.uk/aaas/?utm_medium=social&utm_campaign=SocialSignIn&utm_source=Twitter&utm_content=Increasing+international+influence
[3] https://aaas.confex.com/aaas/2017/webprogram/Session15227.html
[3] https://aaas.confex.com/aaas/2017/webprogram/Session15276.html

Top URLs in Tweet in G8:
[14] https://www.aaas.org/rcp/LabtoLaunch
[2] http://linkis.com/meetings.aaas.org/pr/VosoE
[2] http://media.subaru.com/pressrelease/1076/1/2017-aaas-subaru-science-books-film-prize-winners
[2] https://aaas.confex.com/aaas/2017/webprogram/Session16175.html
[1] https://www.facebook.com/SBFOnline/posts/10154449184448121
[1] https://www.facebook.com/SBFOnline/posts/10154464346318121
[1] https://www.facebook.com/photo.php?fbid=10154472318308121
[1] http://www.aaas.org/livestream
[1] https://twitter.com/aaas/status/832342585364602885
[1] https://twitter.com/i/web/status/832309078303059969

Top URLs in Tweet in G9:
[19] http://www.ucsusa.org/action/events/UCS-at-AAAS.html?utm_source=twitter&utm_campaign=tw&utm_medium=social
[5] http://www.ucsusa.org/action/events/UCS-at-AAAS#.WJny-VUrJEY
[3] http://blog.ucsusa.org/david-wright/kurt-gottfried-aaas-award#.WKScq9HOGtI.twitter
[2] https://aaas.confex.com/aaas/2017/webprogram/Session15453.html?platform=hootsuite
[2] https://aaas.confex.com/aaas/2017/webprogram/Session15490.html?platform=hootsuite
[2] http://www.aaas.org/livestream
[2] http://www.news.cornell.edu/stories/2017/02/emeritus-physics-professor-gottfried-honored-aaas
[2] https://twitter.com/aaas/status/831911992084541442
[1] http://blog.ucsusa.org/david-wright/kurt-gottfried-aaas-award?utm_source=twitter&utm_campaign=tw&utm_medium=social
[1] http://action.ucsusa.org/site/Survey?ACTION_REQUIRED=URI_ACTION_USER_REQUESTS&SURVEY_ID=37351

Top URLs in Tweet in G10:
[7] https://www.cvent.com/c/express/07f90ef6-88fe-408f-b934-00b9621bd589
[2] https://workforcenow.adp.com/jobs/apply/posting.html?client=AAAScience&jobId=124075&lang=en_US&source=TW
[1] https://twitter.com/i/web/status/831206014540193794
[1] https://twitter.com/i/web/status/831528655432118272
[1] http://meetings.aaas.org/program/remote-viewing/?utm_source=64&utm_medium=social&utm_campaign=AAAS-Gov't-Relations-(@AAAS_GR)&utm_term=OoGR&utm_content=AAAS
[1] https://www.facebook.com/AAAS.Science/videos/10154351928163097/?pnref=story
[1] https://twitter.com/i/web/status/831959682252210191
[1] http://www.ucsusa.org/action/events/UCS-at-AAAS.html?utm_source=twitter&utm_campaign=tw&utm_medium=social
[1] http://www.ucsusa.org/ucsataaas
[1] https://twitter.com/aaas/status/831548725961039874

Top Domains
Top Domains in Tweet in Entire Graph:
[548] twitter.com
[316] aaas.org
[258] sciencemag.org
[230] ac.uk
[175] du3a.org
[174] confex.com
[108] statnews.com
[48] ucsusa.org
[43] eurekalert.org
[37] house.gov

Top Domains in Tweet in G1:
[102] twitter.com
[77] statnews.com
[51] aaas.org
[22] sciencemag.org
[15] sciencenetlinks.com
[7] confex.com
[7] eurekalert.org
[4] facebook.com
[4] ethz.ch
[4] blogspot.se

Top Domains in Tweet in G2:
[90] aaas.org
[88] twitter.com
[36] house.gov
[34] confex.com
[12] statnews.com
[8] sciencemag.org
[8] ucsusa.org
[7] science-engage.org
[6] amazonaws.com
[5] facebook.com

Top Domains in Tweet in G3:
[88] sciencemag.org
[61] twitter.com
[34] aaas.org
[28] eurekalert.org
[10] adsp.jp
[9] confex.com
[9] aspm.jp
[8] hatenablog.com
[7] facebook.com
[5] bioengineer.org

Top Domains in Tweet in G4:
[60] sciencemag.org
[25] twitter.com
[17] nature.com
[11] scienmag.com
[6] aaas.org
[5] statnews.com
[3] fossilsandshit.com
[3] prnewswire.com
[2] medium.com
[1] sueddeutsche.de

Top Domains in Tweet in G5:
[69] aaas.org
[36] twitter.com
[36] confex.com
[12] signupgenius.com
[7] aginfo.net
[5] eurekalert.org
[5] medium.com
[5] eventbrite.com
[4] improbable.com
[3] europa.eu

Top Domains in Tweet in G6:
[224] ac.uk
[54] confex.com
[37] twitter.com
[7] ow.ly
[2] aaas.org
[1] sciencemag.org

Top Domains in Tweet in G8:
[22] twitter.com
[17] aaas.org
[3] facebook.com
[3] confex.com
[2] linkis.com
[2] subaru.com
[1] washingtonpost.com
[1] house.gov
[1] gwu.edu
[1] inventionamb.org

Top Domains in Tweet in G9:
[34] ucsusa.org
[9] twitter.com
[6] confex.com
[5] aaas.org
[2] cornell.edu
[1] facebook.com

Top Domains in Tweet in G10:
[10] twitter.com
[7] cvent.com
[4] aaas.org
[2] ucsusa.org
[2] adp.com
[2] confex.com
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1476] aaasmtg
[258] openaccess
[149] science
[115] aaas
[106] researchisgreat
[93] makingourcase
[67] scicomm
[66] oa
[58] sciencediplomacy
[50] scipol

Top Hashtags in Tweet in G1:
[246] aaasmtg
[53] openaccess
[37] sciencediplomacy
[18] science
[15] hbd
[15] otd
[11] scicomm
[9] globalsciencepolicy
[8] aaas
[7] makingourcase

Top Hashtags in Tweet in G2:
[449] aaasmtg
[82] makingourcase
[38] scicomm
[35] aaas
[34] science
[29] scipol
[28] scipolicy
[13] boston
[12] cotw
[11] sciencediplomacy

Top Hashtags in Tweet in G3:
[33] science
[29] aaas
[27] 선릉야구장
[25] aaasmtg
[13] aaas2017
[11] openaccess
[9] boston
[6] bluehand
[6] bluehandfamily
[6] britainfirst

Top Hashtags in Tweet in G4:
[170] openaccess
[59] oa
[27] ccby
[4] aaasmtg
[4] openscience
[3] rickypo
[2] openaccesspublishing
[2] aaas
[2] elseviervalentines
[1] standupforscience

Top Hashtags in Tweet in G5:
[216] aaasmtg
[19] science
[14] aaas
[13] gecropstudy
[10] trump
[9] urbanmobility
[7] stem
[6] alternativefacts
[5] scipol
[5] terrorism

Top Hashtags in Tweet in G6:
[337] aaasmtg
[105] researchisgreat
[15] esrcblog
[7] research
[6] science
[6] biotech
[6] genetech
[1] gravitationalwaves
[1] terrorism
[1] makingourcase

Top Hashtags in Tweet in G8:
[16] aaasmtg
[6] startup
[5] dctech
[4] science
[2] labgirl
[2] invention
[2] creative
[2] art
[2] math
[2] gistguru

Top Hashtags in Tweet in G9:
[43] aaasmtg
[9] communityscience
[9] scipol
[4] aaas
[4] standupforscience
[2] science
[2] famscidays
[1] policy
[1] evidencebasedclaims
[1] scientist

Top Hashtags in Tweet in G10:
[24] aaasmtg
[2] community
[2] scienceeducation
[2] latb46
[2] scicomm
[1] cefp2017
[1] aaas2017
[1] science
[1] darwinday
[1] sciencediplomacy

Top Words
Top Words in Tweet in Entire Graph:
[2021] Words in Sentiment List#1: Positive
[783] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[74389] Non-categorized Words
[77193] Total Words
[2872] aaas
[1476] aaasmtg
[1210] science
[437] research
[339] gatesfoundation

Top Words in Tweet in G1:
[597] aaas
[246] aaasmtg
[227] science
[119] sciencemagazine
[100] policy
[78] scientists
[76] evidence
[72] path
[71] statnews
[57] s

Top Words in Tweet in G2:
[519] aaas
[449] aaasmtg
[329] science
[110] policy
[84] scientists
[82] makingourcase
[76] schaal
[69] public
[69] aaas_gr
[58] barbara

Top Words in Tweet in G3:
[387] aaas
[168] science
[53] boston
[47] meeting
[40] scientists
[36] 2017
[35] annual
[31] research
[31] new
[27] 선릉야구장

Top Words in Tweet in G4:
[460] aaas
[269] gatesfoundation
[171] openaccess
[168] publishing
[140] partnership
[140] scientific
[132] expand
[129] high
[127] quality
[124] forms

Top Words in Tweet in G5:
[216] aaasmtg
[154] aaasmeetings
[103] aaas
[86] science
[54] want
[51] livestreamed
[51] sessions
[49] along
[48] follow
[48] lectures

Top Words in Tweet in G6:
[337] aaasmtg
[287] research
[255] uk
[201] research_uk
[109] week
[105] researchisgreat
[88] more
[83] punches
[83] above
[83] weight

Top Words in Tweet in G7:
[107] aaasの科学者向けメディアトレーニングで講師が言ってたこと
[107] 貴方は初めて小学校で作って食べたクッキーの味を覚えていませんよね
[107] でもパティシエになった人は覚えています
[107] 貴方は
[107] 理科の実験に感動したからここにいるのです
[107] 学校で習ったはずだ
[106] j_steman
[106] と人々に

Top Words in Tweet in G8:
[38] aaas
[21] startup
[16] aaasmtg
[15] aaas_entr
[12] science
[12] feb
[12] 20
[11] lab
[11] stem
[11] 11

Top Words in Tweet in G9:
[59] ucsusa
[57] aaas
[43] aaasmtg
[34] kurt
[34] gottfried
[30] award
[29] scientific
[27] science
[27] 18
[26] freedom

Top Words in Tweet in G10:
[24] aaasmtg
[19] aaas_doser
[14] aaas
[11] betsyshirley
[8] aaas_srhrl
[8] boston
[7] video
[7] games
[7] brain
[7] come

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[190] science,aaas
[170] scientific,publishing
[169] high,quality
[163] aaas,forms
[162] forms,partnership
[161] uk,research
[142] gatesfoundation,expand
[141] openaccess,scientific
[139] partnership,gatesfoundation
[136] quality,openaccess

Top Word Pairs in Tweet in G1:
[72] path,evidence
[36] evidence,policy
[36] policy,complicated
[36] complicated,considerations
[36] considerations,sciencemagazine
[36] sciencemagazine,path
[36] exhorts,members
[36] retreat,microscope
[35] aaas,path
[34] members,retreat

Top Word Pairs in Tweet in G2:
[58] barbara,schaal
[57] aaas,aaasmtg
[38] science,political
[38] political,construct
[38] construct,belief
[38] belief,system
[36] science,policy
[36] aaas,rushholt's
[36] rushholt's,testimony
[36] testimony,housescience

Top Word Pairs in Tweet in G3:
[82] science,aaas
[34] annual,meeting
[24] aaas,annual
[24] 선릉야구장,선릉야구장
[23] 2017,aaas
[19] gates,foundation
[15] dementia,needs
[15] needs,new
[15] new,approach
[15] approach,scientists

Top Word Pairs in Tweet in G4:
[131] scientific,publishing
[127] high,quality
[124] aaas,forms
[123] forms,partnership
[113] gatesfoundation,expand
[113] openaccess,scientific
[111] partnership,gatesfoundation
[108] quality,openaccess
[106] expand,high
[105] aaas,breaking

Top Word Pairs in Tweet in G5:
[48] want,follow
[48] follow,along
[48] along,aaasmtg
[46] aaasmtg,view
[46] view,list
[46] list,sessions
[46] sessions,lectures
[46] lectures,livestreamed
[46] aaasmeetings,want
[27] 2,17

Top Word Pairs in Tweet in G6:
[155] uk,research
[83] uk,punches
[83] punches,above
[83] above,weight
[83] weight,comes
[80] aaasmtg,week
[78] research,aaasmtg
[77] comes,research
[70] find,out
[66] aaasmtg,researchisgreat

Top Word Pairs in Tweet in G7:
[107] aaasの科学者向けメディアトレーニングで講師が言ってたこと,貴方は初めて小学校で作って食べたクッキーの味を覚えていませんよね
[107] 貴方は初めて小学校で作って食べたクッキーの味を覚えていませんよね,でもパティシエになった人は覚えています
[107] でもパティシエになった人は覚えています,貴方は
[107] 貴方は,理科の実験に感動したからここにいるのです
[107] 理科の実験に感動したからここにいるのです,学校で習ったはずだ
[106] j_steman,aaasの科学者向けメディアトレーニングで講師が言ってたこと
[106] 学校で習ったはずだ,と人々に

Top Word Pairs in Tweet in G8:
[12] feb,20
[9] startup,11
[8] idea,early
[8] early,stage
[8] stage,startup
[8] 11,59
[8] 59,pm
[7] aaas,meeting
[7] check,out
[7] inventionamb,dr

Top Word Pairs in Tweet in G9:
[34] kurt,gottfried
[26] scientific,freedom
[26] freedom,responsibility
[26] responsibility,award
[18] aaasmtg,week
[17] defending,science
[15] union,concerned
[15] concerned,scientists
[15] feb,18
[14] boston,weekend

Top Word Pairs in Tweet in G10:
[7] video,games
[6] march,15
[5] cascheller,aaas_doser
[4] dc,march
[4] 15,learn
[4] learn,video
[4] games,brain
[4] brain,w
[4] w,aaas_srhrl
[4] aaas_srhrl,free

Top Replied-To
Top Replied-To in Entire Graph:
@aaas_0529
@null
@aaas
@aaas___s
@kaito_59
@e_o6k
@o5_xxyk
@aaa9atae
@minon612108
@___aaas_446___

Top Replied-To in G1:
@aaas
@senatorhassan
@kaleighrogers
@kellyperil
@sciencemin
@ensiamedia
@gingerpin
@anrao
@statnews
@amlwhere

Top Replied-To in G2:
@aaas
@sarakyeo
@caulfieldtim
@rushholt
@eaberingedgar
@benlillie
@aaas_gr
@tiffanylohwater
@mehrdadhariri
@scichefqc

Top Replied-To in G3:
@gabizinhaolv

Top Replied-To in G4:
@ashleydfarley
@aaas
@graham_coop
@symbionticism
@charlotterock
@richvn
@carogutj
@drjoehanson
@dgmacarthur
@cgreen

Top Replied-To in G5:
@aaas
@drrubidium
@doctoryasmin
@jopdevrieze
@odaelyswalwyn
@scipolguy
@zusnews
@sciencegeist
@celltherapynews
@stressrelated

Top Replied-To in G8:
@theburntcity
@mattrussell_phd
@ihstreet
@pe_dc
@aaas_entr
@doctor_pms

Top Replied-To in G9:
@flyingtrilobite
@wbohon

Top Replied-To in G10:
@betsyshirley
@juliezauzmer
@fromthefarmer
@ucsliz
@cascheller
@sekimtweet
@sfntweets
@esa_org

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@gatesfoundation
@aaasmeetings
@research_uk
@sciencemagazine
@rushholt
@j_steman
@statnews
@aaas_gr
@ucsusa

Top Mentioned in G1:
@aaas
@sciencemagazine
@statnews
@gatesfoundation
@rushholt
@meghas
@senatorhassan
@scien
@aaasmeetings
@nserc_crsng

Top Mentioned in G2:
@aaas
@rushholt
@aaas_gr
@housescience
@aaasmeetings
@scichefqc
@sciencemagazine
@emmeslin
@tiffanylohwater
@scipolguy

Top Mentioned in G3:
@electracharge

Top Mentioned in G4:
@gatesfoundation
@aaas
@creativecommons
@cgreen
@mbeisen
@graham_coop
@emckiernan13
@scholarlykitchn
@sparc_na
@richvn

Top Mentioned in G5:
@aaasmeetings
@aaas
@biobeef
@meetascientist
@eu_sciencehub
@brossardd
@nasem_ag
@celltherapynews
@sciencequiche
@erc_research

Top Mentioned in G6:
@research_uk
@esrc
@epsrc
@royalsociety
@sarahnicholspr
@nasa
@sabinehauert
@physicsn
@nercscience
@stfc_matters

Top Mentioned in G7:
@j_steman

Top Mentioned in G8:
@aaas
@aaas_entr
@inventionamb
@gwinnovate
@sbfonline
@subaru_usa
@lifewithbabs
@dc_inno
@presidentfuchs
@rushholt

Top Mentioned in G9:
@ucsusa
@aaas
@scinetucs
@cadwego
@cornellphysics
@aaasmeetings
@cornellcas
@stephenucs
@gretchentg
@sciencemagazine

Top Mentioned in G10:
@aaas_doser
@aaas_srhrl
@aaas
@dana_fdn
@cascheller
@tifflstanley
@lmarkoe
@betsyshirley
@joshuafreeman3
@juliezauzmer

Top Tweeters
Top Tweeters in Entire Graph:
@myfreedomnews
@qxnews
@kogemayo
@mcgmaryland
@matiere
@independent
@vrai777
@msdtechnews
@kilsally
@_ngoo

Top Tweeters in G1:
@qxnews
@msdtechnews
@joepranaitis
@nytimes
@washingtonpost
@whizchem
@dalek_fan
@coolcatwon
@kentbottles
@anonomouse1981

Top Tweeters in G2:
@independent
@eddarrell
@univision
@tenneynaumer
@ihstreet
@oasismountain
@p_phronesis
@pewresearch
@4everanimalz1
@nnus

Top Tweeters in G3:
@myfreedomnews
@mcgmaryland
@matiere
@vrai777
@_ngoo
@prpnews
@myamigo_music
@secnewsbot
@edietws
@815wrldtrvlr

Top Tweeters in G4:
@dominiquevanpee
@paulmick
@valsadie
@shyduroff
@capagira
@mrgunn
@scienmag
@phylogenomics
@imsinghmannu
@mcdawg

Top Tweeters in G5:
@abby_retweet
@djobling
@adriansysnet
@maegan_laporte
@drrubidium
@dnlee5
@jazzmanahn
@summer_ash
@sd_ag_labs
@thi_loup

Top Tweeters in G6:
@kilsally
@claudioalpalice
@neurolawguy
@abosife2010
@amcell
@newsneus
@andyhammers
@serpil_ozguven
@kean1s
@nasa

Top Tweeters in G7:
@kogemayo
@toru_inoue
@karasugai
@hinata444
@irisgazer
@taaaakk444
@rinda0907
@lairi_bfbc
@yas0008
@ice03g

Top Tweeters in G8:
@thejanicetemple
@thesiliconhill
@theburntcity
@vasilykomarov
@doctor_pms
@dc_inno
@uf
@lesamitchell
@sparkplugpower
@tohistoricsites

Top Tweeters in G9:
@rjber15
@betzmyboyblue11
@bardofearth
@cindyfsolomon
@drmrfrancis
@donahuejm
@jchrispires
@sethdmichaels
@flyingtrilobite
@paleophile

Top Tweeters in G10:
@cynchazen
@thatneilmartin
@bobsmietana
@joselviveropol
@cascheller
@jlupf
@dana_fdn
@hollyameyer
@esa_org
@agriculturesnet