aaas, Twitter, 5/19/2022 6:34:41 AM, 276598


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aaas_2022-05-18_23-02-08.xlsx
aaas_2022-05-18_23-02-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 19, 2022
Short Description:
aaas via NodeXL https://bit.ly/3MJwefj
@aaas
@braincures
@taki_aaas
@aaas_doser
@do_kinder
@aaas_stpf
@aaas_scicomm
@suiwazear
@sci4thechurch
@roper_lab

Top hashtags:
#aaas
#openaccess
#rt
#research
#seachange
#kaderiminoyunu
#technology
#oa
#akınakınözü
#scipol

Description:
Description
The graph represents a network of 5,269 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, 19 May 2022 at 06:09 UTC.

The requested start date was Thursday, 19 May 2022 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, 53-minute period from Thursday, 05 May 2022 at 00:07 UTC to Thursday, 19 May 2022 at 00:00 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 : 5269
Unique Edges : 5683
Edges With Duplicates : 10886
Total Edges : 16569
Number of Edge Types : 5
Tweet : 2277
Retweet : 2440
MentionsInRetweet : 3814
Replies to : 1716
Mentions : 6322
Self-Loops : 2300
Reciprocated Vertex Pair Ratio : 0.0921128382268279
Reciprocated Edge Ratio : 0.168687401159726
Connected Components : 927
Single-Vertex Connected Components : 411
Maximum Vertices in a Connected Component : 1811
Maximum Edges in a Connected Component : 6118
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.664239
Graph Density : 0.000273371576532585
Modularity : 0.428938
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,269 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, 19 May 2022 at 06:09 UTC.

The requested start date was Thursday, 19 May 2022 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, 53-minute period from Thursday, 05 May 2022 at 00:07 UTC to Thursday, 19 May 2022 at 00:00 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".

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:
[90] https://pt.afl.rakuten.co.jp/c/25f6f664.c79a51d0/?url=https%3A%2F%2Fitem.rakuten.co.jp%2Fhp-official%2Fr4d8k2pa-aabh%2F&ref=&ut=&link_type=&afct=i_1
[36] https://whyevolutionistrue.com/2022/05/03/pinker-vs-the-aaas-on-the-politicization-of-climate-change/
[34] https://media.ford.com/content/fordmedia/fna/us/en/news/2022/05/05/mustang-mach-e-premium-awd-wins-aaas-best-overall-car-for-2022.html
[27] https://www.zdnet.com/article/how-cloud-is-redirecting-technology-career-paths/
[24] https://www.acog.org/news/news-releases/2021/07/acog-smfm-recommend-covid-19-vaccination-for-pregnant-individuals
[22] https://www.science.org/content/article/new-versions-omicron-are-masters-immune-evasion?cookieSet=1
[16] https://www.scholarsatrisk.org/actions/ahmadreza-djalali-iran/#.YnRxEKytLzs.twitter
[15] https://www.aaas.org/news/election-results-are-keith-yamamoto-serve-aaas-president-elect
[12] https://www.bettercareplaybook.org/_blog/2022/4/supporting-older-adults-social-needs-through-partnerships-between-area-agencies-aging
[11] https://www.aaas.org/riley-lecture

Top URLs in Tweet in G1:
[6] https://zabuu.site/user/detail/919630981203554304
[4] https://twipla.jp/events/512993
[3] https://www.tokyo-np.co.jp/article/176761
[2] https://www.mottohomete.net/taki_aaas
[2] https://twitter.com/Cosasdevida_12/status/1522306519445950464/video/1
[2] https://gigazine.net/news/20220505-tan-balls-testosterone/
[2] https://twitter.com/takigare4/status/1522474680174919680?t=FXVVuQNZD-RgCVLkT5RNiw&s=19
[2] https://www.oricon.co.jp/news/2234039/?utm_source=Twitter&utm_medium=social&ref_cd=jstw003
[2] https://instagram.com/paw_ngsbio/
[2] https://twitter.com/dog_moviea/status/1299307878759780353/video/1

Top URLs in Tweet in G2:
[15] https://www.aaas.org/news/election-results-are-keith-yamamoto-serve-aaas-president-elect
[11] https://www.aaas.org/riley-lecture
[10] https://thehill.com/blogs/congress-blog/3477964-boosting-science-is-a-good-investment/?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[8] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=440583
[8] https://www.semiconductors.org/events/u-s-research-and-innovation-where-are-we-amidst-global-competition/
[8] https://aaas.zoom.us/meeting/register/tJUucO6qrjoiHtXJOYLSmlzkFFKY7GgpJ5co
[7] https://www.aaas.org/news/us-rd-and-innovation-global-context-2022-data-update
[7] https://www.sbfprize.org/submission-guidelines
[6] https://www.aaas.org/sites/default/files/2022-05/AAAS%20Global%20R%26D%20Update%20May%202022.pdf
[6] https://s.alchemer.com/s3/AAAS-Survey-on-Scholarly-Publication-Experiences-and-Perspectives?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter

Top URLs in Tweet in G3:
[90] https://pt.afl.rakuten.co.jp/c/25f6f664.c79a51d0/?url=https%3A%2F%2Fitem.rakuten.co.jp%2Fhp-official%2Fr4d8k2pa-aabh%2F&ref=&ut=&link_type=&afct=i_1
[13] https://www.science.org/content/article/new-versions-omicron-are-masters-immune-evasion?cookieSet=1
[11] https://whyevolutionistrue.com/2022/05/03/pinker-vs-the-aaas-on-the-politicization-of-climate-change/
[7] https://peing.net/ja/ri_aaas?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[6] https://www.science.org/content/article/use-too-hot-climate-models-exaggerates-impacts-global-warming?cookieSet=1
[6] https://www.science.org/content/article/lowly-mushrooms-may-be-key-ecosystem-survival-warming-world?cookieSet=1
[5] https://www.science.org/content/article/how-life-could-have-arisen-rna-world?cookieSet=1
[5] https://www.science.org/content/article/pretty-big-deal-u-s-makes-covid-19-technologies-available-use-developing-countries?cookieSet=1
[4] https://www.science.org/content/article/germany-weighs-whether-culling-excess-lab-animals-crime?cookieSet=1
[4] https://www.science.org/content/article/largest-native-american-cave-art-revealed-3d-scans?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.sciencemag.org/careers/2021/02/mentors-don-t-neglect-scientific-trainees-treat-them-you-d-be-treated
[1] https://www.youtube.com/watch?v=DrsMENpKIOk&feature=youtu.be

[1] https://www.naspa.org/blog/institutional-betrayal-as-a-motivator-for-campus-sexual-assault-activism
[1] https://twitter.com/Nature/status/1129158354826334210?s=20&t=muik79uXckdKZ1_S_eJscg
[1] https://www.aaas.org/sites/default/files/2021-05/AIandCOVID19_2021_FINAL.pdf
[1] https://www.statnews.com/2022/02/17/inside-the-culture-of-fear-in-eric-landers-white-house-science-office/
[1] https://www.nytimes.com/interactive/2018/10/23/us/metoo-replacements.html
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-018-05156-3

Top URLs in Tweet in G5:
[1] https://twitter.com/__salma27/status/1504202119297093632

Top URLs in Tweet in G6:
[2] https://whyevolutionistrue.com/2022/05/03/pinker-vs-the-aaas-on-the-politicization-of-climate-change/
[1] https://twitter.com/AAAS_SEAChange/status/1524010364202979328
[1] https://twitter.com/flexghost1/status/1488927495776718848
[1] https://www.dailymotion.com/video/x2hwqn9
[1] https://www.science.org/news/2021/02/hungry-teen-dinosaurs-crowded-out-their-competitors
[1] https://www.science.org/content/article/dinosaurs-thrived-until-moment-asteroid-hit-excavators-controversial-site-claim?cookieSet=1
[1] https://www.science.org/content/article/how-did-one-world-s-biggest-dinosaurs-walk-footprints-offer-clues?cookieSet=1
[1] https://www.science.org/content/article/use-too-hot-climate-models-exaggerates-impacts-global-warming?cookieSet=1
[1] https://twitter.com/suiwazear/status/1523512929781370881
[1] https://twitter.com/suiwazear/status/1523028404341121024

Top URLs in Tweet in G7:
[1] https://vimeo.com/653004751
[1] https://howwerespond.aaas.org/
[1] https://twitter.com/PostOpinions/status/1526235301282209800
[1] https://twitter.com/TheGeoffHunt/status/1519048700487626752
[1] https://www.aaas.org/programs/center-public-engagement-science-and-technology/communicating-science-seminars
[1] https://revkin.bulletin.com/enough-about-elon-here-is-how-you-can-own-twitter
[1] https://researchinsociety.org/aris-summits/summit-2022/
[1] https://www.science.org/content/article/pretty-big-deal-u-s-makes-covid-19-technologies-available-use-developing-countries?cookieSet=1
[1] https://www.science.org/content/article/hidden-conflicts-pharma-payments-fda-advisers-after-drug-approvals-spark-ethical?cookieSet=1
[1] https://www.science.org/content/article/covid-19-may-have-killed-nearly-3-million-india-far-more-official-counts-show?cookieSet=1

Top URLs in Tweet in G8:
[1] https://twitter.com/dr_ibnrubbian/status/1524720073130352643
[1] https://twitter.com/Majedabdullah22/status/1521728995141853184
[1] https://www.okaz.com.sa/

Top URLs in Tweet in G9:
[7] https://www.aaas.org/resources/geotech/high-resolution-satellite-imagery-and-conflict-sri-lanka
[1] https://www.remembermay2009.com/
[1] https://twitter.com/udhumanrights/status/1524087560208674816
[1] https://theconversation.com/why-my-fears-about-climate-change-made-me-cross-the-line-that-separates-academia-from-activism-116103

Top URLs in Tweet in G10:
[27] https://www.zdnet.com/article/how-cloud-is-redirecting-technology-career-paths/
[1] https://scienceforthechurch.org/2022/05/17/engaging-science-with-two-presbyterian-guys/
[1] https://www.youtube.com/watch?v=7zbbGunD5cg

[1] https://scienceforthechurch.org/2022/05/10/the-role-of-faith-in-a-mental-health-crisis/
[1] https://www.space.com/milky-way-monster-black-hole-first-image-eht?fbclid=IwAR09_9-D1a74cxX9IA5-qcIgAeoI0REviJ4RLGgmo3q2AeAJMln8hZLs7jU&utm_campaign=socialflow
[1] https://christianscholars.com/the-redemption-of-all-genes/?fbclid=IwAR2Sz_ihDn3M1pEFPHxR33Cl14zZ4fioubymJLx63xzMB0179N-zHGJmVE8
[1] https://twitter.com/TempletonPrize/status/1525510509759541248
[1] https://www.cbsnews.com/news/gen-z-internet-social-media/
[1] https://www.templetonprize.org/laureate/frank-wilczek/
[1] https://mailchi.mp/bed405236217/coming-up-from-st-pauls-cathedral-8251334?e=df93989712

Top Domains
Top Domains in Tweet in Entire Graph:
[221] science.org
[220] twitter.com
[148] aaas.org
[136] co.jp
[37] whyevolutionistrue.com
[35] ford.com
[31] adp.com
[30] youtube.com
[27] zdnet.com
[24] acog.org

Top Domains in Tweet in G1:
[30] twitter.com
[19] co.jp
[12] fashion-press.net
[6] zabuu.site
[6] event-checker.info
[5] livedoor.com
[5] starbucks-rtd.jp
[4] fnn.jp
[4] twipla.jp
[2] mottohomete.net

Top Domains in Tweet in G2:
[110] aaas.org
[56] twitter.com
[38] science.org
[31] adp.com
[15] thehill.com
[13] semiconductors.org
[10] zoom.us
[9] youtube.com
[9] sbfprize.org
[7] alchemer.com

Top Domains in Tweet in G3:
[125] science.org
[108] co.jp
[62] twitter.com
[12] whyevolutionistrue.com
[7] peing.net
[3] winestle.com
[3] ford.com
[3] fordauthority.com
[3] eurekalert.org
[3] youtube.com

Top Domains in Tweet in G4:
[3] twitter.com
[3] science.org
[2] nature.com
[2] youtube.com
[1] sciencemag.org
[1] naspa.org
[1] aaas.org
[1] statnews.com
[1] nytimes.com
[1] gov.au

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[6] twitter.com
[4] science.org
[2] whyevolutionistrue.com
[1] dailymotion.com
[1] youtube.com

Top Domains in Tweet in G7:
[3] twitter.com
[3] science.org
[2] aaas.org
[1] vimeo.com
[1] bulletin.com
[1] researchinsociety.org

Top Domains in Tweet in G8:
[2] twitter.com
[1] com.sa

Top Domains in Tweet in G9:
[7] aaas.org
[1] remembermay2009.com
[1] twitter.com
[1] theconversation.com

Top Domains in Tweet in G10:
[27] zdnet.com
[2] scienceforthechurch.org
[1] youtube.com
[1] space.com
[1] christianscholars.com
[1] twitter.com
[1] cbsnews.com
[1] templetonprize.org
[1] mailchi.mp

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[89] aaas
[77] openaccess
[73] rt
[41] research
[37] seachange
[37] kaderiminoyunu
[33] technology
[33] oa
[30] akınakınözü
[29] scipol



Top Hashtags in Tweet in G1:
[26] 漫画が読めるハッシュタグ
[18] 猫
[10] 夏だしフォロワーさんの怖い話教えてください
[8] 柴犬
[8] 創作漫画
[8] 駅メモファンアート
[8] エッセイ漫画
[6] 猫好きさんと繋がりたい
[6] 猫のいるくらし
[6] 猫のいる暮らし

Top Hashtags in Tweet in G2:
[75] openaccess
[71] rt
[38] research
[33] oa
[27] seachange
[25] scipol
[21] stem
[21] dei
[20] shrcoalition
[19] sciencemagarchives

Top Hashtags in Tweet in G3:
[17] rakuafl
[16] aaas
[7] 質問箱
[7] 匿名質問募集中
[3] ガルアワ
[3] kcon譲
[3] kcon求
[3] stem教育
[2] health
[2] asbmb

Top Hashtags in Tweet in G4:
[3] research
[2] scipol
[2] students
[2] scicomm
[2] sdg5
[2] stemtoo
[2] womeninstem
[2] reimagineresearch
[2] science
[2] academia

Top Hashtags in Tweet in G5:
[3] عاشقه
[2] مساء_الخير
[2] الروقي
[2] الخميس_الونيس
[2] دعم_الاساطير_والنوتيلا
[2] دحوم
[1] مشاعر_بخاطري_بقولها
[1] دحومـ
[1] ك
[1] مساؤك

Top Hashtags in Tweet in G6:
[10] seachange
[2] learn
[1] dei
[1] abcdino
[1] climatechange
[1] advanced
[1] socialphysics
[1] quotes
[1] quotestoliveby
[1] quotesoftheday

Top Hashtags in Tweet in G7:
[18] scicomm
[16] sciengage
[15] aaas
[15] phd
[12] brooklyn
[12] lablife
[12] project365
[12] 365today
[10] chemistry
[10] biochemistry

Top Hashtags in Tweet in G8:
[2] صور
[2] جدة
[2] السعودية
[2] صباح_الخير
[2] نجران
[2] حمى
[2] آمن
[2] يام
[2] كارتون
[2] كاريكاتير

Top Hashtags in Tweet in G9:
[1] srilanka
[1] mullivaikkal
[1] justiceforgenocide
[1] tamilgenocide
[1] tamilgenocidemonth
[1] shrcoalition

Top Hashtags in Tweet in G10:
[32] technology
[27] cloud
[27] career
[27] developers
[5] genz
[5] mentalhealthmatters
[1] templetonprize
[1] devops
[1] aaas

Top Words
Top Words in Tweet in Entire Graph:
[2491] aaas
[600] science
[344] aaas__36
[261] 15
[206] more
[190] من
[178] في
[177] 2022
[174] join
[145] work

Top Words in Tweet in G1:
[129] taki_aaas
[26] #漫画が読めるハッシュタグ
[26] ありがとうございます
[21] suzu_ekm
[18] #猫
[16] と
[15] co
[15] coffee
[15] お誕生日おめでとうございます
[14] あ

Top Words in Tweet in G2:
[827] aaas
[199] science
[141] join
[125] kryamamoto
[88] more
[85] learn
[83] president
[81] dr
[80] work
[79] policy

Top Words in Tweet in G3:
[567] aaas
[218] 15
[163] science
[107] ryzen5
[107] 16gbメモリ
[107] 512gb
[107] ssd
[107] pcie規格
[107] 指紋認証
[107] webカメラ

Top Words in Tweet in G4:
[31] nih
[27] aaas
[21] freddytn
[17] braincures
[14] apps
[13] nature
[13] jeremyfarrar
[13] ukri_ceo
[13] universitiesuk
[13] nsf

Top Words in Tweet in G5:
[344] aaas__36
[118] alaamany4
[115] dwmxr179
[115] moohra_m0
[115] op_ass
[115] oh33b
[115] lill__5
[114] almass102a
[105] 585____
[89] 1990alshe

Top Words in Tweet in G6:
[17] aaas
[11] join
[10] aaas_seachange
[10] next
[10] #seachange
[10] community
[10] conversation
[9] science
[8] elonmusk
[7] newsfromscience

Top Words in Tweet in G7:
[18] #scicomm
[18] aaas_scicomm
[16] #sciengage
[15] #aaas
[15] #phd
[15] agu_scicomm
[13] montclarelabs
[12] #brooklyn
[12] #lablife
[12] #project365

Top Words in Tweet in G8:
[83] في
[82] من
[32] و
[22] على
[19] لا
[18] ما
[15] التي
[15] هذا
[14] ان
[14] هي

Top Words in Tweet in G9:
[56] aaas
[52] academicchatter
[49] ashishk1722
[46] academicdilemma
[46] nature
[46] phdvoice
[32] first
[28] authors
[21] cited
[20] paper

Top Words in Tweet in G10:
[32] #technology
[27] #cloud
[27] redirecting
[27] #career
[27] paths
[27] zdnet
[27] joemckendrick
[27] #developers
[26] bimedotcom
[26] #devop

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[212] science,aaas
[107] ryzen5,16gbメモリ
[107] 16gbメモリ,512gb
[107] 512gb,ssd
[107] ssd,pcie規格
[107] pcie規格,指紋認証
[107] 指紋認証,webカメラ
[107] webカメラ,wi
[107] wi,fi
[107] fi,15

Top Word Pairs in Tweet in G1:
[15] taki_aaas,お誕生日おめでとうございます
[10] フォロー,リツイートでstarbucks
[10] リツイートでstarbucks,coffee
[10] coffee,choiceトライアルクーポンを10万名様にプレゼント
[10] choiceトライアルクーポンを10万名様にプレゼント,全国のセブン
[10] 全国のセブン,イレブン店舗で引換えられます
[10] イレブン店舗で引換えられます,starbucks_j_cpgをフォロー
[9] starbucks_j_cpgをフォロー,本投稿をrt
[8] にんにく,にんにく
[7] 70_pocky,創作2コマ漫画

Top Word Pairs in Tweet in G2:
[71] #rt,aaas
[54] learn,more
[46] aaas,published
[42] aaas,ceo
[42] president,elect
[39] ceo,sudipsparikh
[37] science,policy
[34] riley,memorial
[33] published,#research
[33] #research,#openaccess

Top Word Pairs in Tweet in G3:
[119] science,aaas
[107] ryzen5,16gbメモリ
[107] 16gbメモリ,512gb
[107] 512gb,ssd
[107] ssd,pcie規格
[107] pcie規格,指紋認証
[107] 指紋認証,webカメラ
[107] webカメラ,wi
[107] wi,fi
[107] fi,15

Top Word Pairs in Tweet in G4:
[11] jeremyfarrar,wellcometrust
[11] wellcometrust,ukri_ceo
[11] ukri_ceo,ukri_news
[11] ukri_news,michelle_cruk
[11] michelle_cruk,cr_uk
[11] cr_uk,universitiesuk
[9] resfortnight,dsweeneyuk
[9] dsweeneyuk,stevenhill
[9] stevenhill,melaniewelham
[9] melaniewelham,ianwcampbell

Top Word Pairs in Tweet in G5:
[89] alaamany4,y_rooh4
[88] 585____,lill__5
[88] lill__5,5_ii88
[88] 1990alshe,aaas__36
[87] aaas__36,almass102a
[87] almass102a,alaamany4
[87] y_rooh4,op_ass
[86] oh33b,krozah_
[86] krozah_,reallam56
[86] reallam56,xa7fl

Top Word Pairs in Tweet in G6:
[10] aaas_seachange,join
[10] next,#seachange
[10] #seachange,community
[10] community,conversation
[5] join,arlene
[5] arlene,modeste
[5] modeste,knowles
[5] knowles,arlenemknowles
[5] arlenemknowles,aip_hq
[5] aip_hq,aip_teamup

Top Word Pairs in Tweet in G7:
[15] #aaas,#scicomm
[15] #scicomm,#sciengage
[15] #sciengage,#phd
[12] #phd,#brooklyn
[12] #brooklyn,#lablife
[12] #lablife,#project365
[12] #project365,#365today
[10] #365today,#chemistry
[10] #chemistry,#biochemistry
[10] rebeccarhelm,mason4c

Top Word Pairs in Tweet in G8:
[8] saudi,arabia
[7] لا,يوجد
[6] tayma,saudi
[5] يوجد,في
[5] الجزيرة,العربية
[4] يوجد,وجه
[4] هل,من
[4] ما,ذا
[4] ذا,لو
[4] لو,وجدنا

Top Word Pairs in Tweet in G9:
[46] academicdilemma,aaas
[46] aaas,nature
[41] nature,phdvoice
[41] phdvoice,academicchatter
[32] ashishk1722,academicdilemma
[15] first,authors
[11] two,first
[9] paper,two
[9] authors,always
[9] always,cited

Top Word Pairs in Tweet in G10:
[27] #cloud,redirecting
[27] redirecting,#technology
[27] #technology,#career
[27] #career,paths
[27] paths,zdnet
[27] zdnet,joemckendrick
[27] joemckendrick,#developers
[26] bimedotcom,#cloud
[26] #developers,#devop
[5] #genz,#mentalhealthmatters

Top Replied-To
Top Replied-To in Entire Graph:
@aaas__36
@taki_aaas
@dwmxr179
@kryamamoto
@ashishk1722
@koetkinliks
@matthourihan
@aaas_game
@saebaa7
@suzu_ekm

Top Replied-To in G1:
@taki_aaas
@suzu_ekm
@tanueki
@karakusa8250
@cchime_ekimemo
@arrow485
@ebiekmm
@hara_id_21
@otoutubo
@negi_514

Top Replied-To in G2:
@kryamamoto
@matthourihan
@aaas
@marianne_denton
@scipoljournal
@meradfor
@kelticwai17
@aaas_seachange
@esgarchitect
@redhair_channel

Top Replied-To in G4:
@do_kinder
@ajackiehunter
@braincures
@oncumaraci
@academicparity
@thelancet
@whitehouse
@jeremyfarrar
@erictopol
@kryamamoto

Top Replied-To in G5:
@aaas__36
@dwmxr179
@saebaa7
@bbqssa
@klaa_232
@maths176
@alharbi632074
@ahmdahm58431280
@max____50
@zklj4fptf2bkqju

Top Replied-To in G6:
@docg33
@monicamedhist
@climateofgavin
@estarianne
@elonmusk
@unfoundation
@aaas
@norwegianroad

Top Replied-To in G7:
@mc_longshore
@chikwe_i
@maibached
@revkin
@theuzair_
@healthwritersuk
@ncfrsnp

Top Replied-To in G8:
@aaas_ye
@samielkebir2
@mashalgrad
@sofyan8326
@drazizalrehaili
@zeyadgodaif
@kealnet
@aaas_x11
@vuvrr
@wishes2022

Top Replied-To in G9:
@ashishk1722
@ahmetmelbir
@vnpanchal
@cphillipslander
@irit_p
@hope_4youandme
@seeingprogress
@neuroconng
@anivgf1
@laura_athelle

Top Replied-To in G10:
@gregcootsona
@sci4thechurch

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@aaas__36
@alaamany4
@moohra_m0
@lill__5
@op_ass
@oh33b
@almass102a
@585____
@kryamamoto

Top Mentioned in G1:
@taki_aaas
@70_pocky
@eki16g_syrup
@mg2b5
@takigare3
@takanasu05
@1256023kisei
@mumei10101
@livedoornews

Top Mentioned in G2:
@aaas
@kryamamoto
@aaas_seachange
@sudipsparikh
@ucsf
@aaas_stpf
@matthourihan
@innovtaskforce
@alesszimm
@sciencemagazine

Top Mentioned in G3:
@readscience
@fordauthority
@nningyii
@ascacorp

Top Mentioned in G4:
@aaas
@freddytn
@nih
@braincures
@nature
@ukri_ceo
@universitiesuk
@nsf
@wellcometrust
@ukri_news

Top Mentioned in G5:
@aaas__36
@alaamany4
@moohra_m0
@lill__5
@op_ass
@oh33b
@almass102a
@585____
@y_rooh4
@5_ii88

Top Mentioned in G6:
@aaas_seachange
@aaas
@elonmusk
@newsfromscience
@aip_hq
@arlenemknowles
@aip_teamup
@alevickna
@pa_seachange
@therock

Top Mentioned in G7:
@aaas_scicomm
@agu_scicomm
@montclarelabs
@rebeccarhelm
@mason4c
@theieca
@realsciline
@climatecomms
@jswatz
@revkin

Top Mentioned in G8:
@mashalgrad
@epiceverydayad1
@m_b1397
@vuvrr
@kealnet
@zeyadgodaif
@serajtoon
@simongerman600
@m_hashri
@mewa_ksa

Top Mentioned in G9:
@aaas
@academicchatter
@academicdilemma
@nature
@phdvoice
@ashishk1722
@pearl_action
@faculty_future
@responsiblesci
@ucsusa

Top Mentioned in G10:
@zdnet
@joemckendrick
@bimedotcom
@aaas_doser
@biologosorg
@blueprint1543
@faradaychurches
@sci4thechurch
@fetzerinstitute
@logoffmovement

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@famima_now
@mos_burger
@genshin_7
@starbucks_j_cpg
@sagaminoriaki
@hrblock_21
@shopeeid
@latercera

Top Tweeters in G1:
@famima_now
@mos_burger
@starbucks_j_cpg
@as285e
@tomossan
@amitayus33
@yahoonewstopics
@karakusa8250
@10chf
@povo_official

Top Tweeters in G2:
@hrblock_21
@latercera
@thehill
@byd
@john_siracusa
@birdwriter7
@blackphysicists
@johnapp63499667
@r___83___o
@pfanderson

Top Tweeters in G3:
@f_k_t_
@mrkalman
@m157q_news_rss
@charlierichmond
@asxasay
@angsuman
@nzuchitimesusa
@renissance_1
@darrenculbreath
@natty4bumpo

Top Tweeters in G4:
@ligayaloyola
@googleexpertuk
@brettaapplebaum
@anas_erindra
@ghostcatbce
@drumeshprabhu
@kuriharan
@msdarcyfarrow
@thetimes
@wendyeslater

Top Tweeters in G5:
@al3shg_511
@oti__29
@5151v
@aaa336600
@lill__5
@db_20d
@k6620l
@abo_salmaan7
@jlmjfau
@y_rooh4

Top Tweeters in G6:
@estarianne
@techcrunch
@wholemarsblog
@saints
@foe_us
@natgeo
@unfoundation
@sciencenews
@chronicle
@monicamedhist

Top Tweeters in G7:
@latimes
@nytimesworld
@google
@stem_ai
@scicommbot
@nprpolitics
@jswatz
@mhchat
@revkin
@who

Top Tweeters in G8:
@okaz_online
@imsafi_
@esaa85632
@fawaz_dr
@amalremy
@a0500057
@q_lhlh19
@nada9sa
@vz1_7
@20b__

Top Tweeters in G9:
@academicchatter
@cleanairuk
@thepropagator96
@nature
@phdvoice
@branjegan
@hollinsmargaret
@edtech4funky1s
@svadivel2001
@hope_4youandme

Top Tweeters in G10:
@fabriciosx
@mentalhealthbo5
@nicochan33
@shi4tech
@zdnet
@rldi_lamy
@mvollmer1
@corix_jc
@corixpartners
@jeancayeux


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