aaas, Twitter, 2/21/2020 5:55:23 AM, 221666


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aaas_2020-02-20_20-10-57.xlsx
aaas_2020-02-20_20-10-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 21, 2020
Short Description:
aaas via NodeXL http://bit.ly/2vRm7T3
@aaas
@aaasmeetings
@aaas_stpf
@dr_past
@billgates
@nabj
@wrightswords
@jasonwilliamsny
@sangerinstitute
@drshepherd2013

Top hashtags:
#aaasmtg
#aaas2020
#aaas
#scicomm
#seattle
#womeninstem
#ifthenshecan
#famscidays
#pi_daily

Description:
Description
The graph represents a network of 4,678 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, 21 February 2020 at 04:12 UTC.

The requested start date was Friday, 21 February 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 7-day, 8-hour, 5-minute period from Thursday, 13 February 2020 at 07:05 UTC to Thursday, 20 February 2020 at 15:11 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 : 4678
Unique Edges : 7320
Edges With Duplicates : 3758
Total Edges : 11078
Number of Edge Types : 4
Replies to : 1206
MentionsInRetweet : 4826
Mentions : 3918
Tweet : 1128
Self-Loops : 1128
Reciprocated Vertex Pair Ratio : 0.0551333425452536
Reciprocated Edge Ratio : 0.104504976427449
Connected Components : 582
Single-Vertex Connected Components : 278
Maximum Vertices in a Connected Component : 2687
Maximum Edges in a Connected Component : 7962
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.013956
Graph Density : 0.000349010370946468
Modularity : 0.577615
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,678 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, 21 February 2020 at 04:12 UTC.

The requested start date was Friday, 21 February 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 7-day, 8-hour, 5-minute period from Thursday, 13 February 2020 at 07:05 UTC to Thursday, 20 February 2020 at 15:11 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:
[13] https://www.sciencemag.org/news/2020/02/labs-scramble-spot-hidden-coronavirus-infections
[11] https://bedford.io/talks/tracking-ncov-aaas/
[11] https://meetings.aaas.org/livestream/
[10] http://www.aaas.org/livestream
[9] https://www.sciencemag.org/news/2020/02/disruption-enormous-coronavirus-epidemic-snarls-science-worldwide
[9] https://www.elsevier.com/connect/live-from-aaas-in-seattle-follow-our-award-winning-women-in-science
[8] https://meetings.aaas.org/
[8] https://www.sciencemag.org/news/2020/02/aboriginal-tale-ancient-volcano-oldest-story-ever-told
[7] https://www.aaas.org/news/facial-recognition-technology-cannot-read-emotions-scientists-say
[7] https://www.sciencemag.org/news/2020/02/what-happens-our-online-lives-after-we-die

Top URLs in Tweet in G1:
[11] https://meetings.aaas.org/livestream/
[9] http://www.aaas.org/livestream
[5] https://www.aaas.org/news/ecologist-exequiel-ezcurra-receives-aaas-science-diplomacy-award
[4] https://www.aaas.org/news/high-ethical-standards-needed-open-global-science-says-aaas-president
[3] https://www.fredhutch.org/en/news/center-news/2020/02/aaas-annual-meeting-seattle.html
[3] http://www.aaas.org/meetings
[3] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/25660
[3] https://www.geekwire.com/2020/space-snowman-called-arrokoth-shedding-light-planetary-origins/
[3] https://twitter.com/iamnehal/status/1227830559767818242
[3] https://www.eurekalert.org/pub_releases/2019-08/aaft-alc081219.php

Top URLs in Tweet in G2:
[6] http://www.sciencestorytellers.org/2020/aaas-fsd-2020-seattle/
[3] https://www.facebook.com/events/249994332650806/
[3] https://www.sciencemag.org/news/2020/02/what-happens-our-online-lives-after-we-die
[2] https://www.christianitytoday.com/ct/2020/march/christian-women-in-science-you-should-know.html
[2] https://www.aaas.org/news/public-health-researchers-warn-severity-new-coronavirus-still-unknown
[2] https://forms.gle/1wp6eQiWjN5fkSUcA
[2] http://www.sciencestorytellers.org/2019/release20191127/
[2] https://twitter.com/i/lists/1169988898900062208
[2] https://registration.experientevent.com/showAAA201/FLOW/FSD#!/registrant//Profile/
[1] https://www.aaas.org/news/2020-communicating-science-seminar-offered-ideas-framing-science-and-improving-inclusivity

Top URLs in Tweet in G3:
[9] https://www.sciencemag.org/news/2020/02/disruption-enormous-coronavirus-epidemic-snarls-science-worldwide
[4] https://www.sciencemag.org/news/2020/02/wildfire-researcher-deported-amid-growing-rift-between-indonesian-government-and
[4] https://www.sciencemag.org/news/2020/02/bit-chaotic-christening-new-coronavirus-and-its-disease-name-create-confusion
[4] https://www.sciencemag.org/news/2020/02/models-galaxies-atoms-simple-ai-shortcuts-speed-simulations-billions-times
[4] https://www.sciencemag.org/news/2020/02/real-paleo-diet-may-have-been-full-toxic-metals
[4] https://www.sciencemag.org/news/2020/02/watch-winner-year-s-dance-your-phd-contest
[4] https://www.sciencemag.org/news/2020/02/scientists-strongly-condemn-rumors-and-conspiracy-theories-about-origin-coronavirus
[3] https://www.sciencemag.org/news/2020/02/labs-scramble-spot-hidden-coronavirus-infections
[3] https://www.sciencemag.org/news/2020/02/aboriginal-tale-ancient-volcano-oldest-story-ever-told
[3] https://www.sciencemag.org/news/2020/02/quantum-internet-closer-physicists-stretch-spooky-link-between-atoms

Top URLs in Tweet in G4:
[4] https://twitter.com/reahab7671/status/1228720554703806465
[2] https://twitter.com/az_lllll/status/1229803354391547906
[2] https://www.alarabiya.net/ar/saudi-today/2018/02/14/%D8%A7%D9%84%D8%BA%D8%A7%D9%85%D8%AF%D9%8A-%D8%B9%D9%8A%D8%AF-%D8%A7%D9%84%D8%AD%D8%A8-%D9%85%D9%86%D8%A7%D8%B3%D8%A8%D8%A9-%D8%A7%D8%AC%D8%AA%D9%85%D8%A7%D8%B9%D9%8A%D8%A9-%D9%88%D9%84%D8%A7-%D8%AD%D8%B1%D8%AC-%D8%B4%D8%B1%D8%B9%D8%A7.html
[2] https://twitter.com/ayya_86/status/1227815753807691781
[1] http://bit.ly/2to81Ut
[1] https://twitter.com/AdwaAlDakheel/status/1229470914791780355
[1] https://twitter.com/Talal_MJ9/status/1229455792551579648?s=19
[1] https://twitter.com/fares88018985/status/1229457240224038912
[1] https://twitter.com/3_icare/status/1229841228599975938
[1] http://bit.ly/2SF0aQ3

Top URLs in Tweet in G5:
[3] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/23957
[2] https://nasaharvest.org/project/relief-2-resilience-sahel
[1] https://www.gatesnotes.com/Health/My-message-to-Americas-top-scientists?WT.mc_id=20200214233402_AAAS2020_BG-TW&WT.tsrc=BGTW&linkId=82385364
[1] https://twitter.com/hurleyphd/status/1217118208974577670
[1] https://www.aaas.org/programs/communicating-science
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Paper/25776
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/24359
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/25260
[1] https://www.youtube.com/watch?v=i9khNycY4Zc

[1] https://www.independentsciencenews.org/environment/the-gates-foundations-ceres2030-plan-pushes-agenda-of-agribusiness/

Top URLs in Tweet in G7:
[2] https://scienceblogs.com/significantfigures/index.php/2017/01/07/statements-on-climate-change-from-major-scientific-academies-societies-and-associations-january-2017-update
[1] http://www.mccelt.com/quantum-boom-theory.php
[1] https://www.americanscientist.org/article/the-grammar-of-the-elements
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/24137
[1] https://stream.org/doubt-scientific-consensus/?fbclid=IwAR0GJhrsoVd-07EKjuoLXVDgeHi-uvyel40YJwjLV3VsHh4_KjW0Wo7JewY

Top URLs in Tweet in G8:
[3] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/23981
[2] https://ec.europa.eu/easme/en/future-earth-s-climate-world-extremes
[2] http://meetings.aaas.org/
[2] https://europa.eu/!hG37Vk
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/24118
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/24119
[1] https://ec.europa.eu/info/news/european-funded-research-aaas-2020-tackling-global-challenges-2020-feb-04_en
[1] https://www.youtube.com/watch?v=9QXqjy5Ltdw

[1] https://twitter.com/sandrairamos/status/1229229843541151745
[1] https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/opportunities/topic-details/msca-rise-2020

Top URLs in Tweet in G9:
[4] https://www.geekwire.com/2020/space-snowman-called-arrokoth-shedding-light-planetary-origins/
[1] https://news.uga.edu/shepherd-wins-aaas-science-engagement-award/?utm_medium=social&utm_content=text_link&utm_source=twitter&utm_campaign=news_release
[1] https://www.aaas.org/news/psychological-science-seeks-improve-legal-system
[1] http://pluto.jhuapl.edu/News-Center/News-Article.php?page=20190516
[1] http://pluto.jhuapl.edu/Galleries/Featured-Images/image.php?gallery_id=2&image_id=606
[1] https://www.nasa.gov/feature/new-horizons-team-uncovers-a-critical-piece-of-the-planetary-formation-puzzle
[1] https://www.youtube.com/watch?v=iU9GEAoLi9E&app=desktop

[1] https://www.washingtonpost.com/science/new-horizons-images-of-arrokoth-show-building-blocks-for-planets/2020/02/13/3ba09220-4dba-11ea-b721-9f4cdc90bc1c_story.html?fbclid=IwAR3SpH5llHaQC7xCXrzq6I8yfGEXnJngusvfdGwJKhafvRekVMldYUHJps4
[1] https://twitter.com/universityofga/status/1227710217636503559
[1] https://www.reddit.com/r/IAmA/comments/f3h9p0/we_are_university_of_florida_research_scientists/

Top URLs in Tweet in G10:
[4] https://twitter.com/BabuSureshS/status/1228729739143086080
[2] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/24137
[2] https://www.youtube.com/watch?v=GpptUsJFCEY

[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/24071
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/23738
[1] https://aaas.confex.com/aaas/2020/meetingapp.cgi/Session/26430
[1] http://montclare.poly.edu/?p=3592
[1] https://pewrsr.ch/2woHlYv
[1] https://www.instagram.com/p/B8rP8DdgQdy/?igshid=1rz7pkk43j657
[1] https://meetings.aaas.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[244] twitter.com
[182] sciencemag.org
[139] aaas.org
[109] confex.com
[36] youtube.com
[16] washington.edu
[14] elsevier.com
[13] instagram.com
[11] aaa.com
[11] bedford.io

Top Domains in Tweet in G1:
[73] aaas.org
[61] twitter.com
[39] confex.com
[33] sciencemag.org
[7] youtube.com
[6] fcld.ly
[4] fredhutch.org
[4] geekwire.com
[3] eurekalert.org
[2] oist.jp

Top Domains in Tweet in G2:
[13] aaas.org
[11] twitter.com
[9] sciencestorytellers.org
[4] confex.com
[4] sciencemag.org
[3] facebook.com
[3] youtube.com
[2] instagram.com
[2] christianitytoday.com
[2] forms.gle

Top Domains in Tweet in G3:
[97] sciencemag.org
[21] aaas.org
[17] twitter.com
[5] youtube.com
[4] confex.com
[3] abbr.com
[3] stockholmuniversityphonetics.com
[3] aaa.com
[3] peing.net
[3] patch.com

Top Domains in Tweet in G4:
[29] twitter.com
[2] alarabiya.net
[2] bit.ly
[1] aawsat.com
[1] youtu.be

Top Domains in Tweet in G5:
[7] confex.com
[3] independentsciencenews.org
[3] nasaharvest.org
[2] gatesnotes.com
[2] youtube.com
[2] uw.edu
[1] twitter.com
[1] aaas.org
[1] fiverr.com
[1] willamettepartnership.org

Top Domains in Tweet in G7:
[2] scienceblogs.com
[1] mccelt.com
[1] americanscientist.org
[1] confex.com
[1] stream.org

Top Domains in Tweet in G8:
[8] confex.com
[6] europa.eu
[4] erccomics.com
[2] aaas.org
[2] twitter.com
[1] youtube.com
[1] ac.be

Top Domains in Tweet in G9:
[4] geekwire.com
[2] jhuapl.edu
[2] confex.com
[1] uga.edu
[1] aaas.org
[1] nasa.gov
[1] youtube.com
[1] washingtonpost.com
[1] twitter.com
[1] reddit.com

Top Domains in Tweet in G10:
[12] twitter.com
[5] confex.com
[2] aaas.org
[2] youtube.com
[1] poly.edu
[1] pewrsr.ch
[1] instagram.com
[1] state.gov
[1] federalregister.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[752] aaasmtg
[127] aaas2020
[116] aaas
[86] scicomm
[82] seattle
[62] womeninstem
[54] ifthenshecan
[45] famscidays
[40] pi_daily
[40] kbo



Top Hashtags in Tweet in G1:
[337] aaasmtg
[52] aaas2020
[31] scicomm
[27] rt
[25] seattle
[22] aaas
[21] scipol
[16] science
[14] research
[13] danceyourphd

Top Hashtags in Tweet in G2:
[98] aaasmtg
[50] ifthenshecan
[39] famscidays
[35] womeninstem
[18] seattle
[16] scicomm
[8] blackhistorymonth
[8] thisiswhatascientistlookslike
[7] aaas
[7] science

Top Hashtags in Tweet in G3:
[18] aaasmtg
[11] aaas
[5] aaas2020
[4] scicomm
[3] 質問箱
[3] 匿名質問募集中
[2] smartnews
[2] science
[2] åaslive
[2] coronavirus

Top Hashtags in Tweet in G4:
[6] العاطلين130
[3] السعودية
[3] نقد_الموروث
[2] مجرد_سؤال
[2] سؤال_بريء
[2] صيد_الداش_كام
[2] الفلنتاين
[2] المرأة
[2] القدره_المعرفيه
[2] ديسلايك

Top Hashtags in Tweet in G5:
[35] aaasmtg
[10] aaas2020
[9] seattle
[9] earthobservations
[8] scicomm
[6] aaas
[4] philanthrocapitalism
[4] genetherapy
[3] elifeambassadors
[3] wsu

Top Hashtags in Tweet in G6:
[2] nadinelustre
[2] philippines
[2] filipinoactress
[2] aaca19
[2] aaatv
[2] asianacademycreativeawards

Top Hashtags in Tweet in G7:
[4] aaasmtg
[2] climatechange
[1] periodictable
[1] twitterless
[1] makingourcase

Top Hashtags in Tweet in G8:
[19] aaasmtg
[9] h2020
[8] euataaas
[8] eufunded
[6] aaas
[4] global
[4] community
[4] innovation
[3] food
[2] eu

Top Hashtags in Tweet in G9:
[39] pi_daily
[39] kbo
[7] aaasmtg
[4] arrokoth
[3] seattle
[2] socal
[2] aaas
[2] aaas2020
[2] findeunicefoote
[1] climatechange

Top Hashtags in Tweet in G10:
[27] aaasmtg
[13] scicomm
[12] scipol
[12] aaas
[12] brooklyn
[11] sciengage
[11] phd
[9] stem
[8] lablife
[8] 365today

Top Words
Top Words in Tweet in Entire Graph:
[3512] Words in Sentiment List#1: Positive
[1082] Words in Sentiment List#2: Negative
[59] Words in Sentiment List#3: Angry/Violent
[102432] Non-categorized Words
[107079] Total Words
[2518] aaas
[771] science
[753] #aaasmtg
[381] seattle
[342] meeting

Top Words in Tweet in G1:
[744] aaas
[337] #aaasmtg
[189] science
[143] 2020
[123] meeting
[123] seattle
[106] aaasmeetings
[76] chu
[73] research
[70] annual

Top Words in Tweet in G2:
[263] aaas
[204] ifthenshecan
[138] marieclaire
[117] thank
[111] afro_herper
[99] #aaasmtg
[64] ambassadors
[58] wonderful
[55] scistorytellers
[54] copy

Top Words in Tweet in G3:
[258] aaas
[158] science
[24] coronavirus
[24] 2020
[19] seattle
[18] #aaasmtg
[14] more
[13] scientists
[12] aaa
[11] meeting

Top Words in Tweet in G4:
[169] من
[158] في
[85] على
[51] أن
[48] لا
[41] عن
[38] هذا
[33] و
[31] كل
[29] ما

Top Words in Tweet in G5:
[78] billgates
[70] aaas
[55] science
[46] today
[44] improve
[41] lives
[41] world
[40] give
[39] giving
[39] opportunity

Top Words in Tweet in G6:
[139] philippines
[139] regional
[139] winner
[139] actress
[139] nadine
[139] lustre
[139] speaks
[139] aaatv
[139] host
[139] munah

Top Words in Tweet in G7:
[25] berkeleylab
[23] chemist
[22] 151
[22] years
[22] ago
[22] russian
[22] dmitri
[22] mendeleev
[19] aaas
[16] down

Top Words in Tweet in G8:
[37] aaas
[37] eu
[24] projects
[22] rea_research
[20] euscienceinnov
[19] #aaasmtg
[19] research
[19] mscactions
[19] euraxess_na
[19] euintheus

Top Words in Tweet in G9:
[80] science
[51] newhorizons2015
[47] alanstern
[45] arrokoth
[39] #pi_daily
[39] today
[39] released
[39] massive
[39] reports
[39] #kbo

Top Words in Tweet in G10:
[49] aaas_stpf
[27] #aaasmtg
[25] aaas
[17] fellows
[17] policy
[17] science
[15] meeting
[13] #scicomm
[12] stpf
[12] #scipol

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[189] science,aaas
[156] bill,gates
[140] aaas,meeting
[139] philippines,regional
[139] regional,winner
[139] winner,actress
[139] actress,nadine
[139] nadine,lustre
[139] lustre,speaks
[139] speaks,aaatv

Top Word Pairs in Tweet in G1:
[68] 2020,aaas
[61] annual,meeting
[58] aaas,annual
[52] exequiel,ezcurra
[51] steven,chu
[41] science,diplomacy
[39] aaas,president
[35] aaas,meeting
[31] president,steven
[30] dr,exequiel

Top Word Pairs in Tweet in G2:
[76] aaas,ifthenshecan
[61] ifthenshecan,aaas
[55] marieclaire,ifthenshecan
[53] finally,hands
[53] hands,copy
[53] copy,thank
[53] thank,marieclaire
[53] marieclaire,wonderful
[53] wonderful,shoot
[53] shoot,featuring

Top Word Pairs in Tweet in G3:
[99] science,aaas
[11] disruption,enormous
[11] enormous,coronavirus
[11] coronavirus,epidemic
[11] epidemic,snarls
[11] snarls,science
[11] science,worldwide
[10] worldwide,science
[9] aaas,2020
[7] american,association

Top Word Pairs in Tweet in G4:
[10] م,ختطف
[10] ختطف,وليس
[10] وليس,متبني
[8] متى,يفهم
[8] متبني,م
[7] هو,لم
[7] لم,يحكم
[7] يحكم,بما
[7] بما,أنزل
[7] أنزل,الله

Top Word Pairs in Tweet in G5:
[39] science,giving
[39] giving,opportunity
[39] opportunity,improve
[39] improve,lives
[39] lives,around
[39] around,world
[39] world,faster
[39] faster,before
[39] before,today
[39] today,honored

Top Word Pairs in Tweet in G6:
[139] philippines,regional
[139] regional,winner
[139] winner,actress
[139] actress,nadine
[139] nadine,lustre
[139] lustre,speaks
[139] speaks,aaatv
[139] aaatv,host
[139] host,munah
[139] munah,being

Top Word Pairs in Tweet in G7:
[22] 151,years
[22] years,ago
[22] russian,chemist
[22] chemist,dmitri
[22] dmitri,mendeleev
[20] berkeleylab,151
[13] ago,today
[13] today,february
[13] february,17
[13] 17,1869

Top Word Pairs in Tweet in G8:
[16] euraxess_na,euintheus
[16] euintheus,mscactions
[16] mscactions,euscienceinnov
[16] euscienceinnov,eu_sciencehub
[16] eu_sciencehub,juleenrzierath
[16] juleenrzierath,karolinskainst
[16] karolinskainst,lynchielydia
[14] rea_research,funding
[14] funding,excellent
[14] excellent,research

Top Word Pairs in Tweet in G9:
[39] #pi_daily,today
[39] today,released
[39] released,massive
[39] massive,newhorizons2015
[39] newhorizons2015,science
[39] science,reports
[39] reports,#kbo
[39] #kbo,arrokoth
[39] arrokoth,science
[39] science,mag

Top Word Pairs in Tweet in G10:
[11] #aaas,#scicomm
[11] #scicomm,#sciengage
[11] #sciengage,#phd
[11] #phd,#brooklyn
[8] #brooklyn,#lablife
[8] #lablife,#365today
[6] #365today,#project365
[6] #project365,#chemistry
[6] #chemistry,#biochemistry
[5] #womeninstem,#stem

Top Replied-To
Top Replied-To in Entire Graph:
@taki_aaas
@___aaas__
@afro_herper
@____aaas
@zack_asyu
@dai__sell
@billgates
@kunagi_ekimemo
@aaas_ye
@aaas_______

Top Replied-To in G1:
@americanacad
@aaas
@sudipsparikh
@labmeller
@fnrlux
@sung_vanessa
@osanderfoot
@dietribebys
@jungvari
@moefeliu

Top Replied-To in G2:
@afro_herper
@batsforlife
@albertabats
@olsonista
@curiousdaffodil
@kristinlmlewis
@anamaporras
@builtfromdna
@aaas
@sunshinemenezes

Top Replied-To in G3:

Top Replied-To in G4:
@aaas_ye
@nada9sa
@_n222x
@nayef_almnsi
@badr_mohsen_
@mooli09
@reahab7671
@maramabdulaziz
@a_b_o_d_i_
@ahmed_s_alrajhi

Top Replied-To in G5:
@billgates
@rtamericanews
@clnakalembe
@revkin
@smashleyhamer
@victoriambigidd
@jtemple
@scienceally
@melsworld5
@higzbozon

Top Replied-To in G7:
@berkeleylab
@christopheryvon
@iupac
@un_hrc
@houseintel
@saudi_aramco
@cij_icj
@ilhanmn
@and_drew272

Top Replied-To in G8:
@euraxess_na
@jepaqueteu
@jguerrier_eu
@astrokatie

Top Replied-To in G9:
@universityofga
@alanstern
@maibached

Top Replied-To in G10:
@aaas_stpf
@kellylsingel
@willywa35956698
@matttuple
@jeweltomasula
@kristinlmlewis
@mattkuhndvm
@dvmphd2be
@stefanicrabtree
@julianjon

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@ifthenshecan
@aaasmeetings
@marieclaire
@_lhiyz
@aaas_stpf
@afro_herper
@billgates
@elsevierconnect
@coreysdigs

Top Mentioned in G1:
@aaas
@aaasmeetings
@sudipsparikh
@sciencemagazine
@alondra
@nsf
@energy
@embamexeua
@aaas_stpf
@stanford

Top Mentioned in G2:
@aaas
@ifthenshecan
@marieclaire
@afro_herper
@scistorytellers
@tiffanylohwater
@meetascientist
@anamaporras
@batsforlife
@kristinlmlewis

Top Mentioned in G3:
@eduactivecom

Top Mentioned in G4:
@00robinoo
@aaas_ye
@mlsd_sa
@zoorba10
@wasssn_s
@fahdalbogami
@nahawnd989
@hizam_elqahtani
@aaaa71022128
@adel373737

Top Mentioned in G5:
@aaas
@billgates
@nasaharvest
@_scicomm
@gatesfoundation
@servirglobal
@nasaearth
@g20_geoglam
@geosec2025
@geocropmonitor

Top Mentioned in G6:
@_lhiyz

Top Mentioned in G7:
@berkeleylab
@aaas
@amerchemsociety
@elainereyestv
@jack
@worldoil
@roysocchem
@ogfj
@acs_anyl
@dr_past

Top Mentioned in G8:
@aaas
@rea_research
@euscienceinnov
@mscactions
@euintheus
@eu_sciencehub
@eu_easme
@juleenrzierath
@karolinskainst
@lynchielydia

Top Mentioned in G9:
@newhorizons2015
@alanstern
@aaas
@drshepherd2013
@n
@nasa
@universityofga
@maibached
@mas
@uf

Top Mentioned in G10:
@aaas_stpf
@aaas
@montclarelabs
@jenniferspearl
@nih
@drvinnyted
@nsf
@materials_mrs
@academicchatter
@babusureshs

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@cas_2050001283
@alllibertynews
@delta
@kat4obama
@saragomezaranci
@pckj3627
@mlsd_care
@habbradley
@hrdf_care

Top Tweeters in G1:
@saragomezaranci
@wwf
@ghostdansing
@wsj
@yutakama
@vievararosel
@rmathematicus
@aapremlall
@jchrispires
@profjontaylor

Top Tweeters in G2:
@kat4obama
@aziegler
@femtech_
@mary_swilling
@whysharksmatter
@girlyratfish
@crawlieswithcri
@marieclaire
@womenhealthally
@itativcs

Top Tweeters in G3:
@f_k_t_
@npsusa
@tweeterofbabel
@zephyorg
@charlierichmond
@genphys
@awiselatina
@jicsooi
@mariuskarma
@093kgm

Top Tweeters in G4:
@mlsd_care
@hrdf_care
@aawsat_news
@dr_jwair
@ayya_86
@ajelnews24
@abdullahmmugrin
@3nood_mh
@mooli09
@saudinews50

Top Tweeters in G5:
@trippbraden
@ti_enjoli
@ntvuganda
@for3verjigga
@mrcuteanish
@sweet_purgatory
@qualityisarul3
@natashasamani
@justashleylove1
@drtao

Top Tweeters in G6:
@blastcrystal
@glucosecupcake
@jdlooove
@emmaalonzoanto1
@maclizzie
@fearlesssoul23
@dhinz88
@jeanrsantiago2
@lovelyjacky143
@bbilikeit

Top Tweeters in G7:
@reuters
@nytimes
@marita30706158
@jochen_wotan
@lynne_lynne1804
@berkeleybrett
@andreakuszewski
@theseventhl
@pid_gov
@borderscrossed

Top Tweeters in G8:
@annetteashley61
@akdm_bot
@astrokatie
@falcionellifede
@harvard
@euscienceinnov
@euintheus
@wellcometrust
@tcddublin
@kurtdeketelaere

Top Tweeters in G9:
@ken_crichlow
@jetcitystar
@caffreyej
@didiermisson
@richardhurst19
@genejm29
@e_plahov
@sejorg
@holzmank
@lunarheritage

Top Tweeters in G10:
@chiefragingbull
@academicchatter
@pewresearch
@statedept
@mswz
@girlscouts
@ehekkala
@everburningfire
@afsynchrotron
@nephro_sparks


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