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aaas_2019-12-05_20-10-57.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 06, 2019
Short Description:
aaas via NodeXL http://bit.ly/2OV3tAM
@aaas
@aaas_stpf
@asianacademycr1
@acpccolombia
@lorealusa
@conversationus
@maibached
@ostaustria_dc
@jesswade
@aaasmassmedia

Top hashtags:
#nadinelustre
#sciengage
#scicomm
#womeninscience
#aaas
#aaa2019
#science
#rt
#강다니엘

Description:
Description
The graph represents a network of 4,778 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, 06 December 2019 at 04:12 UTC.

The requested start date was Friday, 06 December 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 5-day, 10-hour, 29-minute period from Saturday, 30 November 2019 at 04:58 UTC to Thursday, 05 December 2019 at 15:27 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 : 4778
Unique Edges : 6686
Edges With Duplicates : 3858
Total Edges : 10544
Number of Edge Types : 3
Tweet : 1249
Mentions : 8286
Replies to : 1009
Self-Loops : 1249
Reciprocated Vertex Pair Ratio : 0.0372290292177191
Reciprocated Edge Ratio : 0.0717855520218083
Connected Components : 691
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 1469
Maximum Edges in a Connected Component : 5847
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.348804
Graph Density : 0.000289294322514582
Modularity : 0.591785
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,778 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, 06 December 2019 at 04:12 UTC.

The requested start date was Friday, 06 December 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 5-day, 10-hour, 29-minute period from Saturday, 30 November 2019 at 04:58 UTC to Thursday, 05 December 2019 at 15:27 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 : aaas
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:
[78] https://www.koreaboo.com/stories/red-velvet-irene-seulgi-jacket-warm-aaa/
[24] https://www.eenews.net/climatewire/stories/1061708345?t=https%3A%2F%2Fwww.eenews.net%2Fstories%2F1061708345
[18] https://entertainment.mb.com.ph/2019/11/29/ph-stars-announced-to-grace-2nd-aaas-gala-in-singapore/
[14] https://twitter.com/aaas/status/1199358422459801600
[12] https://www.sciencemag.org/news/2019/12/even-50-year-old-climate-models-correctly-predicted-global-warming
[12] https://www.aaas.org/news/aaas-announces-leading-scientists-elected-2019-fellows
[10] https://today.uic.edu/four-uic-researchers-recognized-as-aaas-fellows
[10] https://www.koreaboo.com/news/seventeen-wins-first-daesang-2019-aaa/
[9] https://oup.silverchair-cdn.com/oup/backfile/Content_public/Journal/bioscience/PAP/10.1093_biosci_biz088/3/biz088_supplemental_file_s1.pdf?Expires=1578335760&Signature=gfPNQpatY7~f1fbhxhQOUk8GjmRFA9lR8H-UxrxbVf2HoOa8hhDQUSLk6cxGsmYOLK8rWndvhQ~OtkJcIK-BE81ydZqP-Uj7ZA0H2MkZZ~r2S9DTZ~en7kMZW2Oct7PogbM5jr9lYbyft3ybDPy0hMkeu7NFXSyC~jdYnARoUSHGQfIPgydjoOFxw-sF1X4PkJb7DVCQrenF3tAFjvbTe~~2CWHO0s0ln3M7XlkWeDXm~Z1qYyOqIE8fW7JXpXNYJE7PB6OR2nfDeK0w7R9FusjLCnA6EsOAbpfYUTlgBzJGZ7zHf5EKBXWkkhB5d-OHL7kjTFU1ABN66ViQI0gfsg__&Key-Pair-Id=APKAIE5G5CRDK6RD3PGA
[8] https://www.koreaboo.com/stories/red-velvets-irene-wows-korean-netizens-visuals-aaas/

Top URLs in Tweet in G1:
[8] https://twitter.com/aaas/status/1199358422459801600
[7] https://www.cimmyt.org/news/kanwarpal-dhugga-awarded-top-honor-in-science/
[6] https://www.aaas.org/news/aaas-announces-leading-scientists-elected-2019-fellows
[5] https://carnegiescience.edu/news/carnegie-sciences-steve-farber-and-toby-horn-named-2019-aaas-fellows
[4] https://newscenter.lbl.gov/2019/11/26/berkeley-lab-aaas-fellows/
[4] https://www.aaas.org/news/aaas-announces-leading-scientists-elected-2019-fellows?fbclid=IwAR0lrGOJv_fPAKl04AZ5ThUg72YmbmZtvxoIrWeLHFYxRlOKz9diBuNoNCU
[3] https://penntoday.upenn.edu/news/three-penn-faculty-named-2019-aaas-fellows
[3] http://blogs.ifas.ufl.edu/news/2019/11/26/three-uf-ifas-faculty-members-elected-2019-aaas-fellows-largest-number-yet/
[3] https://news.fnal.gov/2019/12/vladimir-shiltsev-elected-aaas-fellow/
[2] State

Top URLs in Tweet in G2:
[18] https://entertainment.mb.com.ph/2019/11/29/ph-stars-announced-to-grace-2nd-aaas-gala-in-singapore/
[2] https://www.eventnook.com/event/register/69428/fz

Top URLs in Tweet in G3:
[6] https://www.sciencemag.org/news/2019/12/rivers-could-generate-thousands-nuclear-power-plants-worth-energy-thanks-new-blue
[5] https://patch.com/illinois/highlandpark/district-113-assistant-superintendent-named-aaas-fellow
[4] https://www.sciencemag.org/news/2019/11/microbe-no-longer-needs-eat-food-grow-thanks-bit-genetic-engineering
[4] https://www.sciencemag.org/news/2019/12/dogs-hear-words-same-way-we-do
[4] https://www.sciencemag.org/news/2019/12/even-50-year-old-climate-models-correctly-predicted-global-warming
[3] https://www.sciencemag.org/news/2019/11/remarkable-fossil-features-insect-trapped-amber-stuck-dinosaur-jaw
[3] https://www.sciencemag.org/news/2019/10/two-new-drugs-finally-hit-undruggable-cancer-target-providing-hope-treatments
[3] https://www.sciencemag.org/news/2018/11/why-536-was-worst-year-be-alive
[3] https://peing.net/ja/ri_aaas?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[2] https://www.sciencemag.org/news/2019/11/back-future-original-time-crystal-makes-comeback

Top URLs in Tweet in G4:
[2] https://www.pewresearch.org/science/2019/08/02/partisanship-influences-views-on-the-role-and-value-of-scientific-experts-in-policy-debates/
[2] https://www.aps.org/policy/fellowships/congressional.cfm?utm_source=twitter&utm_medium=social&utm_campaign=CSF
[1] https://www.eventbrite.com/e/science-diplomacy-science-diplomacy-tickets-81619619479
[1] https://twitter.com/AERA_EdResearch/status/1202344531867381762
[1] https://www.aaas.org/December3A
[1] https://news.bloombergenvironment.com/environment-and-energy/epa-science-advisers-to-review-ozone-particulate-pollution-limits
[1] https://fabbs.org/2019/09/qa-with-jennifer-pearl-aaas/
[1] https://factor.niehs.nih.gov/2019/12/science-highlights/data-policy/index.htm
[1] https://www.eurekalert.org/pub_releases/2019-12/r-sgr120319.php
[1] https://www.parliament.uk/mps-lords-and-offices/offices/bicameral/post/fellowships/nuffield-foundation/

Top URLs in Tweet in G5:
[5] https://members.aaas.org/communities/community-home/digestviewer/viewthread?MessageKey=1b7d89b6-4516-450e-9db5-99aa8a395346&CommunityKey=83fd34bc-bdce-4995-9a10-35bef46166e4&tab=digestviewer
[4] https://www.aaas.org/events/2019-doser-holiday-lecture
[4] https://www.nasw.org/article/nasw-student-programs-aaas-2020-seattle
[3] https://www.aaas.org/December3A
[3] https://twitter.com/AAAS_DoSER/status/1197601365192847365
[3] https://www.aaas.org/events/sciengage-virtual-discussion-december-aaas-dialogue-science-ethics-and-religion
[3] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=170608&source=CC3&lang=en_US
[2] https://www.hometownsource.com/elk_river_star_news/elk-grad-among-in-nation-to-sell-stem-to-young/article_435118e8-13de-11ea-af4e-6b5118217583.html?utm_medium=social&utm_source=facebook&utm_campaign=user-share
[2] https://soundcloud.com/ucsdhealth/science-meets-art-on-a-dress
[2] https://www.aaas.org/SupportDoSER

Top URLs in Tweet in G6:
[2] https://twitter.com/Ezidi2/status/1200577447244292099
[2] https://www.mc-doualiya.com/articles/20191130-%D9%81%D9%8A-%D8%A7%D9%84%D8%B9%D8%B1%D8%A7%D9%82-%D9%8A%D8%BA%D8%AA%D8%A7%D9%84%D9%88%D9%86-%D8%A7%D9%84%D9%86%D8%A7%D8%B4%D8%B7%D9%8A%D9%86-%D8%A7%D9%84%D9%85%D8%B9%D8%A7%D8%B1%D8%B6%D9%8A%D9%86-%D9%84%D8%A5%D9%8A%D8%B1%D8%A7%D9%86-%D9%81%D9%8A-%D9%85%D9%86%D8%A7%D8%B2%D9%84%D9%87%D9%85
[2] https://twitter.com/a_s1000000/status/1200814191789125634
[2] http://alfarhan.ws/ahmed-qasem/
[2] https://twitter.com/talalalarab/status/1201441534450839554
[2] https://twitter.com/a_25xw/status/1201534123564838913
[2] https://twitter.com/khaledtook/status/1201773276852367363
[2] https://twitter.com/_hjjs/status/1201210277188001794
[2] https://www.okaz.com.sa/article/1758990
[2] https://twitter.com/ProfAldurihem/status/1201107543906541570

Top URLs in Tweet in G9:
[22] https://www.eenews.net/climatewire/stories/1061708345?t=https%3A%2F%2Fwww.eenews.net%2Fstories%2F1061708345
[9] https://oup.silverchair-cdn.com/oup/backfile/Content_public/Journal/bioscience/PAP/10.1093_biosci_biz088/3/biz088_supplemental_file_s1.pdf?Expires=1578335760&Signature=gfPNQpatY7~f1fbhxhQOUk8GjmRFA9lR8H-UxrxbVf2HoOa8hhDQUSLk6cxGsmYOLK8rWndvhQ~OtkJcIK-BE81ydZqP-Uj7ZA0H2MkZZ~r2S9DTZ~en7kMZW2Oct7PogbM5jr9lYbyft3ybDPy0hMkeu7NFXSyC~jdYnARoUSHGQfIPgydjoOFxw-sF1X4PkJb7DVCQrenF3tAFjvbTe~~2CWHO0s0ln3M7XlkWeDXm~Z1qYyOqIE8fW7JXpXNYJE7PB6OR2nfDeK0w7R9FusjLCnA6EsOAbpfYUTlgBzJGZ7zHf5EKBXWkkhB5d-OHL7kjTFU1ABN66ViQI0gfsg__&Key-Pair-Id=APKAIE5G5CRDK6RD3PGA
[2] https://apnews.com/bd45c372caf118ec99964ea547880cd0
[1] https://twitter.com/WBrettWilson/status/1201831309028593664
[1] https://www.theguardian.com/environment/climate-consensus-97-per-cent/2018/jun/25/30-years-later-deniers-are-still-lying-about-hansens-amazing-global-warming-prediction
[1] https://www.nytimes.com/2019/11/08/opinion/sunday/science-climate-change.html
[1] https://www.sciencemag.org/news/2010/07/michael-mann-exonerated-penn-state-inquiry-finds-no-substance-allegations
[1] https://www.theguardian.com/business/2019/mar/22/top-oil-firms-spending-millions-lobbying-to-block-climate-change-policies-says-report
[1] https://nca2018.globalchange.gov/chapter/2/
[1] https://wattsupwiththat.com/2019/02/06/the-planet-is-no-longer-warming/

Top Domains
Top Domains in Tweet in Entire Graph:
[217] twitter.com
[116] sciencemag.org
[104] koreaboo.com
[71] aaas.org
[24] eenews.net
[20] youtube.com
[18] com.ph
[18] pscp.tv
[10] uic.edu
[9] silverchair-cdn.com

Top Domains in Tweet in G1:
[18] twitter.com
[15] aaas.org
[11] sciencemag.org
[8] ufl.edu
[7] cimmyt.org
[5] carnegiescience.edu
[4] psu.edu
[4] bit.ly
[4] lbl.gov
[4] umich.edu

Top Domains in Tweet in G2:
[18] com.ph
[2] eventnook.com

Top Domains in Tweet in G3:
[61] sciencemag.org
[34] twitter.com
[12] pscp.tv
[7] patch.com
[6] aaas.org
[5] wordpress.com
[4] harvard.edu
[3] spaceref.com
[3] thejustice.org
[3] asu.edu

Top Domains in Tweet in G4:
[10] twitter.com
[4] sciline.org
[3] aaas.org
[2] pewresearch.org
[2] eurekalert.org
[2] theconversation.com
[2] aps.org
[1] eventbrite.com
[1] bloombergenvironment.com
[1] fabbs.org

Top Domains in Tweet in G5:
[33] aaas.org
[13] sciencemag.org
[12] twitter.com
[4] adp.com
[4] nasw.org
[2] hometownsource.com
[2] soundcloud.com
[2] confex.com
[2] youtube.com
[1] aas.org

Top Domains in Tweet in G6:
[33] twitter.com
[3] com.sa
[2] mc-doualiya.com
[2] alfarhan.ws
[2] sabq.org
[1] buff.ly
[1] dawn.com
[1] newsweek.com
[1] bit.ly

Top Domains in Tweet in G9:
[22] eenews.net
[9] silverchair-cdn.com
[6] youtube.com
[3] wikipedia.org
[2] theguardian.com
[2] apnews.com
[2] bitchute.com
[2] friendsofscience.org
[2] wmflabs.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[71] nadinelustre
[66] sciengage
[60] scicomm
[53] womeninscience
[35] aaas
[35] aaa2019
[33] science
[28] rt
[28] 강다니엘
[28] kangdaniel



Top Hashtags in Tweet in G1:
[15] science
[11] palmoil
[11] cop25
[11] givingblueday
[8] spreadingfacts
[5] tamu
[4] sciencemagarchives
[4] scicomm
[4] pittresearch
[4] msu

Top Hashtags in Tweet in G2:
[71] nadinelustre
[1] asianacademycreativeawards
[1] aaca19
[1] aaatv
[1] galafinal
[1] redcarpet
[1] celebrity
[1] bestactressphilippines

Top Hashtags in Tweet in G3:
[13] mma2019
[5] aaas
[3] climate
[3] 質問箱
[3] 匿名質問募集中
[2] scholarships2019
[2] science
[2] stem教育
[2] 科学の方法
[1] btsatmma

Top Hashtags in Tweet in G4:
[10] aaas
[9] womeninstem
[6] givingtuesday
[6] scicomm
[6] sciengage
[5] scipol
[5] ifthenshecan
[5] womeninscience
[4] sciencepolicy
[3] civicscience

Top Hashtags in Tweet in G5:
[48] sciengage
[39] scicomm
[28] rt
[27] massmediafellows
[18] civicscience
[17] climatechange
[16] howwerespond
[14] agu19
[10] aaasmtg
[7] ifthenshecan

Top Hashtags in Tweet in G6:
[5] السعوديه_تجنس_المبدعين
[4] السعودية
[4] الصحة
[3] ابتزاز_شركات_الدخان
[3] جدة
[3] هلكوني
[2] منصور_الرقيبة
[2] مؤتمر_العمل_الخيري
[2] هند_القحطاني
[2] التجارة

Top Hashtags in Tweet in G9:
[3] womeninstem
[1] transmountain
[1] factsmatter
[1] cryingwolf
[1] carbonoffset
[1] credible
[1] fakenews
[1] climateemergency
[1] climatehoax
[1] climatechangehoax

Top Words
Top Words in Tweet in Entire Graph:
[4172] Words in Sentiment List#1: Positive
[1248] Words in Sentiment List#2: Negative
[30] Words in Sentiment List#3: Angry/Violent
[101285] Non-categorized Words
[106705] Total Words
[2627] aaas
[746] nadine
[686] 2019
[488] science
[474] red

Top Words in Tweet in G1:
[415] aaas
[183] fellow
[134] named
[132] elected
[115] fellows
[114] science
[98] congratulations
[95] 2019
[86] american
[74] advancement

Top Words in Tweet in G2:
[746] nadine
[443] attending
[443] 2019
[443] gala
[374] aaas
[373] lustre
[373] final
[373] red
[373] carpe
[373] next

Top Words in Tweet in G3:
[339] aaas
[93] science
[32] 2019
[31] fellow
[31] named
[29] year
[23] award
[20] awards
[18] fellows
[17] eu

Top Words in Tweet in G4:
[80] aaas
[60] science
[45] radiofreetom
[45] billnye
[45] neiltyson
[45] thenasem
[43] aaas_stpf
[42] realsciline
[39] sigmaxiceo
[37] conversationus

Top Words in Tweet in G5:
[138] aaas
[67] 2020
[56] one
[48] #sciengage
[39] #scicomm
[38] apply
[35] faith
[34] science
[33] aaas_doser
[31] left

Top Words in Tweet in G6:
[154] في
[141] من
[58] على
[54] و
[48] ما
[44] لا
[34] أن
[33] ان
[30] اللي
[30] مع

Top Words in Tweet in G7:
[322] went
[161] hey
[161] remember
[161] jaebeom
[161] feral
[161] during
[161] aaas
[161] staff
[161] oh
[161] shit

Top Words in Tweet in G8:
[156] lesson
[156] strive
[156] excellence
[156] respect
[156] comes
[156] instead
[155] notsweetbtstea
[155] pe

Top Words in Tweet in G9:
[150] ametsoc
[146] aaas
[128] theagu
[126] nasa
[119] amermedicalassn
[118] apsphysics
[118] geosociety
[115] thenasciences
[112] ipcc_ch
[112] michaelpolanyi

Top Words in Tweet in G10:
[328] rookie
[220] 2018
[216] awards
[112] award
[108] creker_theboyz
[108] global
[108] top
[108] vlive
[108] group
[108] korean

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[454] 2019,aaas
[376] next,week
[373] nadine,lustre
[373] lustre,attending
[373] attending,2019
[373] aaas,gala
[373] gala,final
[373] final,red
[373] red,carpe
[373] carpe,next

Top Word Pairs in Tweet in G1:
[92] aaas,fellow
[71] american,association
[71] advancement,science
[66] association,advancement
[55] science,aaas
[51] elected,aaas
[47] named,fellows
[45] fellow,aaas
[38] fellows,american
[34] named,fellow

Top Word Pairs in Tweet in G2:
[373] nadine,lustre
[373] lustre,attending
[373] attending,2019
[373] 2019,aaas
[373] aaas,gala
[373] gala,final
[373] final,red
[373] red,carpe
[373] carpe,next
[373] next,week

Top Word Pairs in Tweet in G3:
[70] science,aaas
[25] aaas,fellow
[23] named,aaas
[13] live,stream
[12] aaas_2019,2019
[12] 2019,melon
[12] melon,music
[12] music,awards
[12] awards,#mma2019
[12] #mma2019,live

Top Word Pairs in Tweet in G4:
[45] radiofreetom,billnye
[45] billnye,neiltyson
[41] aaas,thenasem
[40] neiltyson,aaas
[38] thenasem,sigmaxiceo
[32] sigmaxiceo,realsciline
[29] sheril_,radiofreetom
[20] science,policy
[18] congressional,fellowship
[17] interested,learning

Top Word Pairs in Tweet in G5:
[34] #scicomm,#sciengage
[31] left,apply
[28] #rt,aaas
[27] january,1st
[26] applications,close
[26] 1st,2020
[25] one,month
[25] month,left
[25] apply,one
[25] one,2020

Top Word Pairs in Tweet in G6:
[6] حكم,تغطية
[6] تغطية,المرأة
[6] المرأة,لوجهها
[6] لوجهها,حكم
[6] حكم,سماع
[6] عشان,الصحة
[5] يجب,ان
[5] هند,القحطاني
[5] سماع,الأغاني
[5] تظن,أنها

Top Word Pairs in Tweet in G7:
[161] hey,remember
[161] remember,jaebeom
[161] jaebeom,went
[161] went,feral
[161] feral,during
[161] during,aaas
[161] aaas,staff
[161] staff,went
[161] went,oh
[161] oh,shit

Top Word Pairs in Tweet in G8:
[156] lesson,strive
[156] strive,excellence
[156] excellence,respect
[156] respect,comes
[156] comes,instead
[155] notsweetbtstea,lesson
[155] instead,pe

Top Word Pairs in Tweet in G9:
[118] nasa,aaas
[118] aaas,theagu
[118] theagu,amermedicalassn
[118] amermedicalassn,ametsoc
[118] ametsoc,apsphysics
[118] apsphysics,geosociety
[115] geosociety,thenasciences
[112] thenasciences,ipcc_ch
[97] michaelpolanyi,nasa
[40] ipcc_ch,rebelnewsonline

Top Word Pairs in Tweet in G10:
[219] 2018,rookie
[108] creker_theboyz,awards
[108] awards,global
[108] global,rookie
[108] rookie,top
[108] top,vlive
[108] vlive,2018
[108] rookie,group
[108] group,award
[108] award,korean

Top Replied-To
Top Replied-To in Entire Graph:
@taki_aaas
@tanueki
@michaelpolanyi
@cherylbozarth
@aaas_2q
@aaas_sv
@aaas_______
@ekimemomaru
@paula_aaas
@urosario

Top Replied-To in G1:
@aaas
@harvard
@pittresearch
@phytophthoralab
@asneurochem
@kimrynrathmell
@fleetcentre
@quesadalabncsu
@e_borer
@newwestgenetics

Top Replied-To in G4:
@sheril_
@radiofreetom
@alexcartaz
@johnbesley
@camkieff
@mem_somerville
@realsciline
@drericding
@apsphysics
@sciencequiche

Top Replied-To in G5:
@foodskop
@aaas
@jamesian
@mit
@startswithabang
@emcconover
@postopinions
@hwahl16
@beatascienceart
@b0yle

Top Replied-To in G6:
@aaas_ye
@gbadkook
@dukefleed4
@davidnoau1
@alshemlani2
@ksarealistic
@rema_dream
@wgs_1
@gutach1
@saudiproject

Top Replied-To in G9:
@michaelpolanyi
@cherylbozarth
@bhowiecdn
@friendsoscience
@kribbymortus
@abblueskies
@maibached
@zig_and_sharko
@nordinaryone
@francisroyca

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@asianacademycr1
@sixdef
@notsweetbtstea
@ametsoc
@apsphysics
@nasa
@theagu
@amermedicalassn
@geosociety

Top Mentioned in G1:
@aaas
@harvard
@ipbes
@pku1898
@carnegiedevbio
@duffy_ma
@harmitmalik
@umicheeb
@jeffrathmell
@vumc_vci

Top Mentioned in G2:
@asianacademycr1
@naddictsofc
@jadine_mamas

Top Mentioned in G3:
@ws_forum
@smithie1
@antibodynews
@mlpsanantonio
@kuafs

Top Mentioned in G4:
@aaas
@billnye
@neiltyson
@thenasem
@aaas_stpf
@radiofreetom
@sigmaxiceo
@conversationus
@realsciline
@500womensci

Top Mentioned in G5:
@aaas
@aaas_doser
@engageclimate
@rob_o_malley
@aaasmassmedia
@ifthenshecan
@aaasmeetings
@khayhoe
@mit
@meetascientist

Top Mentioned in G6:
@3nood_mh
@rema_dream
@muwafig
@salbashq
@r_rasha188
@saudimoh
@ajelnews24
@ahlammostghanmi
@aaas_ye
@0_invalid

Top Mentioned in G7:
@sixdef

Top Mentioned in G8:
@notsweetbtstea

Top Mentioned in G9:
@ametsoc
@aaas
@theagu
@nasa
@amermedicalassn
@apsphysics
@geosociety
@thenasciences
@ipcc_ch
@michaelpolanyi

Top Mentioned in G10:
@creker_theboyz
@theboyzcharts

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@nitoriofficial
@ee
@koltovskoyyakov
@ilnewsnetwork
@evankirstel
@ericdemarylebon
@twicexonation_
@majjiffer
@indomymenfess

Top Tweeters in G1:
@sikecilmarmut
@bluebirdtrini
@blackphysicists
@kimvie
@bar_zie
@harvard_63
@nalvasouzavitor
@decervelage
@steph80335
@marfansyndrome1

Top Tweeters in G2:
@majjiffer
@elsaesran
@s1mplyc1ty
@just_claim_it
@chocolate4evs
@jdlooove
@maclizzie
@dhinz88
@tinxojadine
@jeanrsantiago2

Top Tweeters in G3:
@cas_2050001283
@koltovskoyyakov
@ilnewsnetwork
@crweworld
@lmjtserius
@f_k_t_
@drwilda
@mrkalman
@kindofsacha
@miamigives

Top Tweeters in G4:
@ee
@radiofreetom
@femtech_
@1hugeghugues
@conversationuk
@doctor_david
@pewresearch
@cision
@mem_somerville
@culturedmodesty

Top Tweeters in G5:
@neilyoungsaveus
@whysharksmatter
@forbes
@cbsdfw
@mscynmet
@paleophile
@avensarah
@yuvi_nation
@postopinions
@being_woman

Top Tweeters in G6:
@okaz_online
@tahoun71
@duaa_saud
@ghathami
@ajelnews24
@drrashed1973
@muwafig
@rema_dream
@3nood_mh
@sabqorg

Top Tweeters in G7:
@miracleyugyeom
@olzabufp
@duhitzlibbyx
@imbbeomie
@hellobencha
@jaebeomjy
@nyeongwitaengwi
@lljbxxx
@far_srf
@prdsdefisjb

Top Tweeters in G8:
@ingirksnob
@maryarc96171172
@catbotmy1
@taeigger
@ilsanwitch
@memeyoingi
@btsarmys_0613
@jeanne20th
@itsumademobts
@jesskrosmos

Top Tweeters in G9:
@didifrench
@bioben78
@rmathematicus
@thomasknorra
@lambert_pp
@marciasgreen
@expatjake
@friendsoscience
@the_right_half
@michaelemann

Top Tweeters in G10:
@thevictonz
@xocyq
@multiibias
@_bmkjb
@ippeoboinda
@tokkineoguli
@minidepooh
@jaoayaa
@fajareu_
@jeonkate_que