aaas, Twitter, 9/16/2021 7:26:12 AM, 262168


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aaas_2021-09-15_23-07-48.xlsx
aaas_2021-09-15_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
aaas via NodeXL https://bit.ly/3tIVA4b
@aaas
@braincures
@taki_aaas
@aaas_stpf
@do_kinder
@dawntj90
@b0tsci
@glinch72
@friendof_darwin
@tarquinrees

Top hashtags:
#scipol
#rt
#covid19
#stem
#aaas
#womeninstem
#scicomm
#climatechange
#makingourcase

Description:
Description
The graph represents a network of 6,469 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 Thursday, 16 September 2021 at 06:16 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 38-minute period from Thursday, 02 September 2021 at 00:11 UTC to Wednesday, 15 September 2021 at 23:50 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 : 6469
Unique Edges : 5882
Edges With Duplicates : 15663
Total Edges : 21545
Number of Edge Types : 5
Tweet : 2825
Replies to : 1493
Retweet : 3463
MentionsInRetweet : 6484
Mentions : 7280
Self-Loops : 2964
Reciprocated Vertex Pair Ratio : 0.0425531914893617
Reciprocated Edge Ratio : 0.0816326530612245
Connected Components : 1213
Single-Vertex Connected Components : 579
Maximum Vertices in a Connected Component : 1961
Maximum Edges in a Connected Component : 11686
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.437517
Graph Density : 0.0002037690242977
Modularity : 0.39032
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,469 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 Thursday, 16 September 2021 at 06:16 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 38-minute period from Thursday, 02 September 2021 at 00:11 UTC to Wednesday, 15 September 2021 at 23:50 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:
[71] https://www.science.org/news/2021/08/grim-warning-israel-vaccination-blunts-does-not-defeat-delta?cookieSet=1
[34] https://www.science.org/content/article/having-sars-cov-2-once-confers-much-greater-immunity-vaccine-vaccination-remains-vital?cookieSet=1
[23] https://www.science.org/content/article/why-many-scientists-say-unlikely-sars-cov-2-originated-lab-leak?cookieSet=1
[22] https://aaas.zoom.us/webinar/register/WN_ntMnPu6KQZiidOGO4NjXiw
[11] https://www.science.org/content/article/white-house-releases-65-billion-pandemic-preparedness-proposal?cookieSet=1
[10] https://www.science.org/content/article/unpublished-covid-19-paper-alarmed-scientist-he-had-keep-silent?cookieSet=1
[9] https://www.aaas.org/events/anticipating-changes-federal-methane-emissions-standards-oil-and-gas-operations
[9] https://www.aaas.org/news/some-covid-19-survivors-may-be-better-protected-variants-others?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[8] https://www.aaas.org/programs/catalyzing-advocacy-in-science-and-engineering
[7] https://aaas.zoom.us/webinar/register/WN_oV7RuCimQGiY9vO3gL01EA

Top URLs in Tweet in G1:
[6] https://zabuu.site/user/detail/919630981203554304
[3] http://www.lawson.co.jp/service/loppi/coupon/
[2] https://otakei.otakuma.net/archives/2021051907.html
[2] https://www.mottohomete.net/taki_aaas
[2] https://twitter.com/suzu_ekm/status/1434479822806212615
[2] https://twitter.com/i/spaces/1BdxYYqOWroxX
[2] https://www.instagram.com/luxepom?utm_medium=copy_link
[2] https://www.huffingtonpost.jp/2014/11/25/manatee-lettuce-head_n_6223048.html?utm_source=pocket_mylist
[2] https://news.yahoo.co.jp/articles/695f2a044a377b08300821aa10d8230661647b56
[2] https://store.world.co.jp/s/brand/itsdemo/blog/032601/

Top URLs in Tweet in G2:
[17] https://aaas.zoom.us/webinar/register/WN_ntMnPu6KQZiidOGO4NjXiw
[8] https://www.aaas.org/news/some-covid-19-survivors-may-be-better-protected-variants-others?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[8] https://www.aaas.org/events/anticipating-changes-federal-methane-emissions-standards-oil-and-gas-operations
[7] https://aaas.zoom.us/webinar/register/WN_oV7RuCimQGiY9vO3gL01EA
[7] https://www.aaas.org/programs/catalyzing-advocacy-in-science-and-engineering
[6] https://www.aaas.org/membership/member-spotlight/hard-times-hard-shells-aaas-fellow-tessa-hill-tackles-threats-our
[5] https://www.sciencepolicyjournal.org/jspgvol18iss03.html
[4] https://www.aaas.org/membership/member-spotlight/many-hats-david-touretzky-curriculum-developer-artificial-intelligence
[4] https://www.science.org/content/article/israel-s-covid-19-boosters-are-preventing-infections-new-studies-suggest?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[4] https://www.science.org/content/article/why-many-scientists-say-unlikely-sars-cov-2-originated-lab-leak?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter

Top URLs in Tweet in G3:
[27] https://www.science.org/news/2021/08/grim-warning-israel-vaccination-blunts-does-not-defeat-delta?cookieSet=1
[22] https://www.science.org/content/article/having-sars-cov-2-once-confers-much-greater-immunity-vaccine-vaccination-remains-vital?cookieSet=1
[19] https://www.science.org/content/article/why-many-scientists-say-unlikely-sars-cov-2-originated-lab-leak?cookieSet=1
[7] https://peing.net/ja/ri_aaas?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[5] https://www.science.org/content/article/unpublished-covid-19-paper-alarmed-scientist-he-had-keep-silent?cookieSet=1
[5] https://aaas.zoom.us/webinar/register/WN_ntMnPu6KQZiidOGO4NjXiw
[5] https://www.science.org/content/blog-post/vaccines-will-not-produce-worse-variants?cookieSet=1
[3] https://www.science.org/content/article/why-many-scientists-say-unlikely-sars-cov-2-originated-lab-leak?s=08&cookieSet=1
[2] https://www.science.org/news/2021/07/france-issues-moratorium-prion-research-after-fatal-brain-disease-strikes-two-lab?cookieSet=1
[2] https://www.science.org/content/article/protein-destroying-compounds-take-aim-disease-molecules-outside-cells?cookieSet=1

Top URLs in Tweet in G4:
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-018-05143-8
[1] https://www.youtube.com/watch?v=xVoRbsKAawU&feature=youtu.be

[1] https://www.theguardian.com/higher-education-network/2018/mar/09/i-let-sexual-harassment-slide-because-of-my-universitys-financial-struggles
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs43018-020-00137-w
[1] https://www.nature.com/articles/nbt.3766
[1] https://www.sciencemag.org/careers/2017/01/price-doing-postdoc
[1] https://www.nature.com/news/polopoly_fs/1.17253!/menu/main/topColumns/topLeftColumn/pdf/520144a.pdf
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00387-3
[1] https://www.chronicle.com/article/pass-the-harasser-is-higher-eds-worst-kept-secret-how-can-colleges-stop-doing-it/
[1] https://smallpondscience.com/2018/02/02/when-the-trash-gets-passed/

Top URLs in Tweet in G6:
[2] https://twitter.com/hizam_elqahtani/status/1272868499283640320?s=21
[2] https://makkahnewspaper.com/article/1546544/%D8%A7%D9%84%D8%B1%D8%A3%D9%8A/%D9%82%D8%A7%D9%86%D9%88%D9%86-%D9%83%D9%88%D8%B1%D9%8A-%D8%A8%D8%A5%D9%82%D9%81%D8%A7%D9%84-%D8%A7%D9%84%D9%85%D8%AA%D8%A7%D8%AC%D8%B1-%D8%A7%D9%84%D9%83%D8%A8%D9%8A%D8%B1%D8%A9-%D8%AF%D8%B9%D9%85%D8%A7-%D9%84%D9%84%D9%85%D9%86%D8%B4%D8%A2%D8%AA-%D8%A7%D9%84%D8%B5%D8%BA%D9%8A%D8%B1%D8%A9
[1] https://www.youm7.com/story/2018/4/10/%D9%84%D9%85%D8%A7%D8%B0%D8%A7-%D8%AA%D8%AD%D8%AA%D9%81%D9%84-%D8%B3%D9%88%D9%87%D8%A7%D8%AC-%D8%A8%D8%B9%D9%8A%D8%AF%D9%87%D8%A7-%D8%A7%D9%84%D9%82%D9%88%D9%85%D9%89-%D9%8A%D9%88%D9%85-10-%D8%A3%D8%A8%D8%B1%D9%8A%D9%84/3737443
[1] https://twitter.com/AhmedGlis/status/1437117576610517002
[1] https://www.dailygrail.com/2017/02/archaeologists-discover-ancient-henge-like-geoglyphs-hidden-under-the-amazon-forest/
[1] https://twitter.com/kma__93/status/1435686301500682247
[1] https://onlinelibrary.wiley.com/doi/full/10.1111/aae.12199
[1] https://www.haaretz.com/archaeology/MAGAZINE-surprise-monumental-camel-sculptures-in-arabia-are-prehistoric-archaeologists-find-1.10210585
[1] https://twitter.com/aa1hz/status/1434065176987377666
[1] https://www.academia.edu/50837811/%D8%A7%D9%84%D8%A5%D9%84%D9%87_%D8%AF%D8%A3%D9%8A_%D8%A7%D9%84%D8%B9%D8%B1%D8%A8%D9%8A_%D9%88%D8%A7%D9%84%D8%BA%D8%B1%D8%A7%D8%A8_The_Arabian_deity_Dai_and_the_crow_English_abstract

Top URLs in Tweet in G8:
[2] https://twitter.com/glinch72/status/1434571307534983168?s=19
[1] https://www.science.org/news/2019/12/even-50-year-old-climate-models-correctly-predicted-global-warming?cookieSet=1
[1] https://twitter.com/glinch72/status/1434571307534983168?t=aFwF8vF5RKCrrB2LICrHhg&s=19

Top URLs in Tweet in G10:
[1] https://www.jstor.org/stable/1646319?refreqid=excelsior%3A933d2060cb00c22f1bc308ae75772ca4
[1] https://timesmachine.nytimes.com/timesmachine/1938/11/09/96852818.html?action=click&contentCollection=Archives&module=ArticleEndCTA®ion=ArchiveBody&pgtype=article&pageNumber=24
[1] https://twitter.com/Friendof_Darwin/status/1437834391871442949?s=19
[1] https://www.jpands.org/vol19no4/singleton.pdf
[1] https://www.science.org/content/article/meet-landsat-pioneer-who-fought-revolutionize-earth-observation?utm_campaign=news_weekly_2021-09-10&et_rid=399288501&et_cid=3915480&cookieSet=1
[1] https://twitter.com/LiveLawIndia/status/1433339256299134979

Top Domains
Top Domains in Tweet in Entire Graph:
[369] science.org
[301] twitter.com
[135] aaas.org
[40] zoom.us
[34] sciencemag.org
[31] co.jp
[24] youtube.com
[16] witchform.com
[12] nature.com
[12] google.com

Top Domains in Tweet in G1:
[52] twitter.com
[21] co.jp
[11] shindanmaker.com
[8] livedoor.com
[7] zabuu.site
[7] japanpost.jp
[6] karapaia.com
[6] fashion-press.net
[4] instagram.com
[4] or.jp

Top Domains in Tweet in G2:
[88] aaas.org
[77] twitter.com
[44] science.org
[32] zoom.us
[11] sciencepolicyjournal.org
[10] sciencemag.org
[8] workcast.net
[6] stpf-aaas.org
[5] facebook.com
[4] aaaspolicyfellowships.org

Top Domains in Tweet in G3:
[179] science.org
[56] twitter.com
[15] aaas.org
[7] peing.net
[5] zoom.us
[3] google.com
[3] aaas-iuse.org
[3] co.jp
[2] wikipedia.org
[2] ne.jp

Top Domains in Tweet in G4:
[9] nature.com
[9] co.uk
[7] twitter.com
[5] youtube.com
[5] sciencemag.org
[4] theguardian.com
[3] nytimes.com
[2] wordpress.com
[2] endpts.com
[1] chronicle.com

Top Domains in Tweet in G6:
[15] twitter.com
[2] makkahnewspaper.com
[1] youm7.com
[1] dailygrail.com
[1] wiley.com
[1] haaretz.com
[1] academia.edu

Top Domains in Tweet in G8:
[3] twitter.com
[1] science.org

Top Domains in Tweet in G10:
[2] twitter.com
[1] jstor.org
[1] nytimes.com
[1] jpands.org
[1] science.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[100] scipol
[94] rt
[68] covid19
[55] stem
[52] aaas
[47] womeninstem
[42] scicomm
[42] climatechange
[41] makingourcase
[40] waamaalintiiitoobiyaanimada



Top Hashtags in Tweet in G1:
[22] 眫
[22] 博物ふぇす
[22] 愛車に言われた悪口集
[21] スズ会議
[19] クソ現場祭り2021
[18] 猫
[13] 豆柴
[11] 柴犬
[10] cat
[10] 眫好きさんと繋ぜ゚ãÿい

Top Hashtags in Tweet in G2:
[86] scipol
[52] rt
[42] stem
[41] covid19
[39] makingourcase
[38] womeninstem
[38] sciencediplomacy
[37] climatechange
[27] scicomm
[26] sciengage

Top Hashtags in Tweet in G3:
[7] aaas
[5] covid19
[5] 質問箱
[5] 匿名質問募集中
[4] covid
[4] lableak
[3] climatechange
[3] science
[3] unlikely
[3] sarscov

Top Hashtags in Tweet in G4:
[12] scipol
[11] rri
[9] scicomm
[9] stemtoo
[8] mentalhealth
[7] womeninstem
[7] covid19
[5] academicmentalhealth
[5] metoo
[4] phdchat

Top Hashtags in Tweet in G6:
[5] saudiarabia
[4] كارتون
[4] كاريكاتير
[4] تيماء
[2] ù…ø¬øªù…ø¹_øµø­ùš_ø±ùšø§ø¶ùš
[2] اول_حلاقه_سعوديه
[2] نقوش_إسلامية
[2] ينبع
[2] اجمل_نقش_عربي
[2] تجارة

Top Hashtags in Tweet in G9:
[40] waamaalintiiitoobiyaanimada
[40] ethiopianday

Top Hashtags in Tweet in G10:
[1] awkward
[1] landsat
[1] virginianorwood
[1] earth

Top Words
Top Words in Tweet in Entire Graph:
[4127] ãƒ
[2643] aaas
[2252] ø
[1765] ù
[1685] æ
[1189] ϋ
[1099] ç
[1096] ÿã
[876] science
[795] ªã

Top Words in Tweet in G1:
[2274] ãƒ
[1320] æ
[1000] ϋ
[908] ç
[871] ÿã
[706] ªã
[506] šã
[344] ˆã
[189] žã
[180] taki_aaas

Top Words in Tweet in G2:
[586] aaas
[278] science
[253] aaas_stpf
[131] policy
[110] learn
[104] workshop
[100] more
[91] join
[88] 2021
[86] #scipol

Top Words in Tweet in G3:
[615] aaas
[208] science
[99] ì
[52] vaccination
[50] sars
[50] cov
[48] ë
[36] í
[33] israel
[33] scientists

Top Words in Tweet in G4:
[150] braincures
[105] academicparity
[81] do_kinder
[79] aaas
[72] drumeshprabhu
[66] proftimnoakes
[61] resfortnight
[60] dsweeneyuk
[60] melaniewelham
[60] ianwcampbell

Top Words in Tweet in G5:
[180] 2nd
[180] half
[180] yr
[179] coming
[179] soop
[179] october
[179] bts
[179] shinhan
[179] ads
[179] fall

Top Words in Tweet in G6:
[1629] ø
[1186] ù
[113] ùˆø
[107] في
[106] ùšø
[93] من
[81] ùšù
[78] aaas_ye
[72] على
[65] ùš

Top Words in Tweet in G7:
[93] aaas
[92] vmas
[91] starting
[91] look
[91] lot
[90] feariessknj
[39] sma
[39] very
[39] tbh
[39] think

Top Words in Tweet in G8:
[8] aaas
[7] asinister
[7] kenneth72712993
[7] fchecker76
[7] dawntj90
[6] tomplesier
[6] flyonthewall182
[6] bjchippindale
[6] b_bolshevik100
[6] ejwwest

Top Words in Tweet in G9:
[250] waa
[158] dhamaanteen
[92] aaas
[92] oo
[66] itoobiyaaniamdu
[66] natiijada
[66] iskaashiga
[66] aaska
[66] inwada
[66] khusaysa

Top Words in Tweet in G10:
[85] hstowit
[85] san178383
[85] tonybaduy
[85] andrewlazarus4
[83] frankdelia7
[80] lauradekker1
[79] tony__heller
[79] paulvmarks
[75] friendof_darwin
[70] tenebra99

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2413] ãƒ,ãƒ
[927] ø,ø
[835] ø,ù
[774] ù,ø
[492] ù,ù
[422] science,aaas
[216] bts,shinhan
[203] æ,æ
[189] sars,cov
[184] 2nd,half

Top Word Pairs in Tweet in G1:
[1216] ãƒ,ãƒ
[184] æ,æ
[124] ç,æ
[119] æ,œã
[113] æ,ç
[106] ϋ,؋
[100] ؋,ϋ
[97] æ,ÿã
[95] œã,ªã
[94] œã,æ

Top Word Pairs in Tweet in G2:
[53] case,workshop
[52] #rt,aaas
[45] learn,more
[45] aaas_stpf,orientation
[41] science,engineering
[40] special,issue
[40] advocacy,science
[39] catalyzing,advocacy
[37] day,aaas_stpf
[36] aaas,ceo

Top Word Pairs in Tweet in G3:
[181] science,aaas
[50] sars,cov
[38] ì,ì
[28] grim,warning
[28] warning,israel
[28] israel,vaccination
[28] vaccination,blunts
[28] blunts,defeat
[28] defeat,delta
[27] delta,science

Top Word Pairs in Tweet in G4:
[60] resfortnight,dsweeneyuk
[60] melaniewelham,ianwcampbell
[52] bulliescampaign,researchbysave
[50] forsymp,dohadebates
[48] researchbysave,forsymp
[45] laura_corbeth,resfortnight
[44] drumeshprabhu,laura_corbeth
[42] delusionalacad1,psychmh
[40] dohadebates,thepeopleshubuk
[40] thepeopleshubuk,delusionalacad1

Top Word Pairs in Tweet in G5:
[180] 2nd,half
[180] half,yr
[179] coming,soop
[179] soop,october
[179] october,bts
[179] bts,shinhan
[179] shinhan,ads
[179] ads,fall
[179] fall,2021
[179] 2021,weverse

Top Word Pairs in Tweet in G6:
[680] ø,ø
[615] ø,ù
[566] ù,ø
[320] ù,ù
[55] ùˆø,ù
[49] ø,ùšø
[48] ùšø,ø
[46] øªø,ø
[46] ù,ùˆø
[42] ù,ùš

Top Word Pairs in Tweet in G7:
[91] vmas,starting
[91] starting,look
[91] look,lot
[91] lot,aaas
[90] feariessknj,vmas
[39] sma,very
[39] very,tbh
[39] tbh,think
[39] think,give
[39] give,album

Top Word Pairs in Tweet in G8:
[6] joshsehn,jr4_truth
[6] docsnow1,homer4k
[6] factsparrow,roark_architect
[6] jefftonna1,fagandr1
[6] fagandr1,dawntj90
[6] dawntj90,davewrose
[6] davewrose,gjcats
[6] 10,million
[6] million,members
[6] aaas,affiliates

Top Word Pairs in Tweet in G9:
[92] waa,aaas
[92] oo,dhamaanteen
[66] itoobiyaaniamdu,waa
[66] waa,natiijada
[66] natiijada,iskaashiga
[66] iskaashiga,waa
[66] aaas,aaska
[66] aaska,dhamaanteen
[66] dhamaanteen,oo
[66] dhamaanteen,inwada

Top Word Pairs in Tweet in G10:
[85] san178383,tonybaduy
[85] tonybaduy,andrewlazarus4
[83] andrewlazarus4,frankdelia7
[78] paulvmarks,san178383
[68] frankdelia7,tenebra99
[44] friendof_darwin,hstowit
[42] hstowit,paulvmarks
[40] hstowit,lauradekker1
[38] tenebra99,ronne_robert
[38] sir_gorden,provaxtexan

Top Replied-To
Top Replied-To in Entire Graph:
@taki_aaas
@suzu_ekm
@aaas_ye
@tag_aaas
@tony__heller
@e_doublev_phd
@ruchan12344
@paula_aaas
@lailaalhashimi

Top Replied-To in G1:
@taki_aaas
@suzu_ekm
@spacemanvipex
@tomenasanna
@eki16g_syrup
@breakfrandle
@kei_kei
@ron_tabizuki
@ekimemomaru
@bsclancer168456

Top Replied-To in G2:
@e_doublev_phd
@mai_lin_nguyen
@biontech_group
@sudipsparikh
@aaas_stpf
@aaas
@amgcarlton
@docz15
@guptaakhilesh63
@aliciacorreab

Top Replied-To in G3:
@cancommschols

Top Replied-To in G4:
@academicparity
@bulliescampaign
@do_kinder
@braincures
@jeremyfarrar
@morimahmoudi
@dorothysuskind
@taranaburke
@minionpostdoc
@sflennon

Top Replied-To in G6:
@aaas_ye
@lailaalhashimi
@alhajaj766
@t__dahil
@alenzitariq
@isawu2016
@drazizalrehaili
@khalid_al_kamal
@altunsi2002
@yshoraeq

Top Replied-To in G8:
@friendsoscience
@roypentland
@particle96
@lo_vvriter
@mentalmal1
@calgarypatty

Top Replied-To in G10:
@tony__heller
@friendof_darwin
@lauradekker1
@dawntj90
@bottomleyfiona
@rosepoptosis

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@aaas_stpf
@braincures
@modooborahae
@academicparity
@do_kinder
@sciencemagazine
@feariessknj
@hstowit
@san178383

Top Mentioned in G1:
@taki_aaas
@suzu_ekm
@spacemanvipex
@1256023kisei
@kei_kei
@honey_dot_xoxo
@benishake
@kakeakami
@un_nerv
@b09a2032c

Top Mentioned in G2:
@aaas
@aaas_stpf
@scipoljournal
@twasnews
@sudipsparikh
@aaas_gr
@braincures
@aaasepicenter
@energy
@ifthenshecan

Top Mentioned in G3:
@sciart3d
@aerycrow
@jazzmanahn
@ele_cat_namy
@eillumenatus
@afpcareerctr

Top Mentioned in G4:
@braincures
@academicparity
@aaas
@do_kinder
@drumeshprabhu
@proftimnoakes
@resfortnight
@dsweeneyuk
@melaniewelham
@ianwcampbell

Top Mentioned in G5:
@modooborahae

Top Mentioned in G6:
@aaas_ye
@hizam_elqahtani
@aaksa_project
@rcu_sa
@isawu2016
@fouadurbanist
@serajalghamdi
@uwaresearch
@omaralbehidel
@t__dahil

Top Mentioned in G7:
@feariessknj
@taesoothe
@modooborahae

Top Mentioned in G8:
@asinister
@kenneth72712993
@fchecker76
@dawntj90
@tomplesier
@flyonthewall182
@bjchippindale
@b_bolshevik100
@ejwwest
@spencerfletch0

Top Mentioned in G9:
@josepborrellf
@nethabesha
@houseforeign
@auc_moussafaki
@abebearedo
@fraol_gs
@solomonfikru7
@burtukan_k
@edaokorme

Top Mentioned in G10:
@hstowit
@san178383
@tonybaduy
@andrewlazarus4
@frankdelia7
@paulvmarks
@lauradekker1
@tenebra99
@friendof_darwin
@tony__heller

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@cas_2050001283
@asahibeer_jp
@cocacolajapan
@kfc_jp
@famima_now
@ichibankuji
@gocoo_59
@gocoo

Top Tweeters in G1:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@cocacolajapan
@famima_now
@misterdonut_jp
@obashuji
@kyouji0716
@ken_sya
@foxnumber6

Top Tweeters in G2:
@danielpilotte1
@femtech_
@chuddles11
@artificialbra1n
@sustaintrends
@amazingchevvolt
@godfrey_g_
@nicochan33
@1atsuhimerose2
@tarundsnaol

Top Tweeters in G3:
@cas_2050001283
@matiere
@billm9
@stigmabase
@ken_crichlow
@f_k_t_
@mrkalman
@drpatfarrell
@ryrankingbotbot
@mojin

Top Tweeters in G4:
@ligayaloyola
@guardian
@googleexpertuk
@60sparkle
@bbcnews
@mailonline
@anas_erindra
@terryelaineh1
@nzstuff
@msdarcyfarrow

Top Tweeters in G5:
@bbabangborahae
@kirana_dns
@sevenlovesbts
@th0r_sh0t
@annemsmb
@gittynurazizah
@lei_with_luv
@mrstoh2o
@ed22311
@alexiellawvient

Top Tweeters in G6:
@gonewiththewin7
@emoroor
@abusulayman
@gbadkook
@kadwi69
@dw_arabic
@kuii_80
@alaskarabdullh
@hashksa
@na9er_dashti

Top Tweeters in G7:
@yoongiyonce
@jk_ririnnie
@panterka30k
@biwkv7
@chiasolamente
@btspurpiegalaxy
@bstysn
@cutepotatobts
@autumspice
@pinkiieeiei

Top Tweeters in G8:
@friendsoscience
@oscarswild1
@asinister
@no2wind
@particle96
@rln_nelson
@fillmorewhite
@roypentland
@veritatem2021
@insane_voice

Top Tweeters in G9:
@marygol50660032
@habashawite1
@kassahun_tdse
@zeryejt
@zerihun50204682
@tezeta80965647
@ashenafitsadiku
@freberhane
@haimano39667805
@abreham75243234

Top Tweeters in G10:
@dclarediane
@lyndae222
@boggywood
@takethatdarwin
@jassogne
@_mamadeb
@tony__heller
@opinionherehi
@_measly
@johnmarcmail