aaas, Twitter, 12/23/2021 7:27:56 AM, 268868


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aaas_2021-12-22_23-07-48.xlsx
aaas_2021-12-22_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 23, 2021
Short Description:
aaas via NodeXL https://bit.ly/3srrx2j
@aaas
@rahmstorf
@jane__eden
@osteoarch
@braincures
@weatherprof
@taki_aaas
@aaas_stpf
@b0tsci
@aaasmassmedia

Top hashtags:
#covid19
#omicronvariant
#aaas
#stem
#scicomm
#agu21
#rt
#ヒロアカ
#aespa
#massmediafellow

Description:
Description
The graph represents a network of 4,904 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, 23 December 2021 at 07:15 UTC.

The requested start date was Thursday, 23 December 2021 at 01:01 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 11-day, 2-hour, 0-minute period from Thursday, 09 December 2021 at 01:01 UTC to Monday, 20 December 2021 at 03:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4904
Unique Edges : 4236
Edges With Duplicates : 11832
Total Edges : 16068
Number of Edge Types : 5
Retweet : 2905
MentionsInRetweet : 4274
Replies to : 1163
Tweet : 2196
Mentions : 5530
Self-Loops : 2230
Reciprocated Vertex Pair Ratio : 0.03125
Reciprocated Edge Ratio : 0.0606060606060606
Connected Components : 900
Single-Vertex Connected Components : 426
Maximum Vertices in a Connected Component : 1936
Maximum Edges in a Connected Component : 9251
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.976756
Graph Density : 0.000263513466303382
Modularity : 0.385236
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,904 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, 23 December 2021 at 07:15 UTC.

The requested start date was Thursday, 23 December 2021 at 01:01 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 11-day, 2-hour, 0-minute period from Thursday, 09 December 2021 at 01:01 UTC to Monday, 20 December 2021 at 03:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

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:
[39] https://www.science.org/content/article/ice-shelf-holding-back-keystone-antarctic-glacier-within-years-failure?cookieSet=1
[27] https://www.science.org/content/article/arctic-warming-four-times-faster-rest-world?cookieSet=1
[26] https://www.science.org/content/article/scientists-see-really-really-tough-winter-omicron?cookieSet=1
[14] https://cleantechnica.com/2021/12/11/aaas-electric-vehicle-infographic-the-good-the-bad/
[13] https://www.science.org/content/article/chemical-emitted-babies-could-make-men-more-docile-women-more-aggressive?cookieSet=1
[12] https://www.science.org/content/article/edison-was-right-waking-right-after-drifting-sleep-can-boost-creativity?cookieSet=1
[11] https://www.science.org/content/article/ancient-greeks-didn-t-kill-weak-babies-new-study-argues?cookieSet=1
[11] https://www.aaas.org/news/ifthenr-ambassadors-reach-millions-girls-sharing-scientists-human-side-and-wonders-science
[10] https://www.science.org/content/article/breakthrough-2021?cookieSet=1
[8] https://www.science.org/content/article/how-bad-omicron-some-clues-are-emerging-and-they-re-not-encouraging?cookieSet=1

Top URLs in Tweet in G1:
[16] https://www.science.org/content/article/ice-shelf-holding-back-keystone-antarctic-glacier-within-years-failure?cookieSet=1
[16] https://www.science.org/content/article/scientists-see-really-really-tough-winter-omicron?cookieSet=1
[12] https://www.science.org/content/article/arctic-warming-four-times-faster-rest-world?cookieSet=1
[7] https://cleantechnica.com/2021/12/11/aaas-electric-vehicle-infographic-the-good-the-bad/
[5] https://www.science.org/content/article/edison-was-right-waking-right-after-drifting-sleep-can-boost-creativity?cookieSet=1
[5] https://www.science.org/content/article/what-does-omicron-mean-future-covid-19-vaccinations?cookieSet=1
[5] https://www.science.org/content/article/breakthrough-2021?cookieSet=1
[4] https://www.science.org/content/article/how-bad-omicron-some-clues-are-emerging-and-they-re-not-encouraging?cookieSet=1
[4] https://www.science.org/content/article/cheap-and-rugged-optical-fibers-are-revealing-earth-s-hidden-motions?cookieSet=1
[4] https://www.science.org/content/article/ancient-greeks-didn-t-kill-weak-babies-new-study-argues?cookieSet=1

Top URLs in Tweet in G2:
[5] https://zabuu.site/user/detail/919630981203554304
[5] http://www.lawson.co.jp/service/loppi/coupon/
[4] https://mldata.lawson.co.jp/lab/tsuushin/art/1444604_4659.html
[3] https://twitter.com/eki16g_syrup/status/1468937701554819081
[2] https://www.mottohomete.net/taki_aaas
[2] https://www.tokyo-zoo.net/topic/topics_detail?kind=news&inst=&link_num=27142
[2] https://note.com/ponpoco_pounds/n/nd7c299388317
[2] http://umabi.jp/matsukenarima66/quiz_top/
[2] https://www.nikkansports.com/general/news/202112090000263.html?utm_source=twitter&utm_medium=social&utm_campaign=nikkansports_ogp
[2] https://trib.al/VI0X8mu

Top URLs in Tweet in G3:
[2] https://www.bbc.co.uk/news/health-59615005
[1] https://www.dailymail.co.uk/news/article-6050695/Professor-described-world-expert-empathy-dubbed-BULLY-eight-colleagues.html
[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.sciencemag.org/careers/2017/01/price-doing-postdoc
[1] https://www.theguardian.com/higher-education-network/2018/mar/09/i-let-sexual-harassment-slide-because-of-my-universitys-financial-struggles
[1] https://www.independent.co.uk/voices/comment/pervy-professors-academics-and-their-universities-must-do-better-sexual-harassment-8749754.html
[1] https://www.capeandislands.org/post/scientist-publishes-list-known-harassers-academia#stream/0
[1] https://safeamna.org/2019/03/11/what-happens-when-you-confront-the-harasser/
[1] https://www.independent.co.uk/life-style/women/uk-women-sexual-harassment-abuse-reporting-b1815085.html
[1] https://www.theguardian.com/society/2021/feb/16/half-men-unwanted-sexual-experiences-uk-study-mankind

Top URLs in Tweet in G4:
[11] https://www.aaas.org/news/ifthenr-ambassadors-reach-millions-girls-sharing-scientists-human-side-and-wonders-science
[3] https://time.com/heroes-of-the-year-2021-vaccine-scientists/
[3] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=430760&lang=en_US&source=TW
[2] https://twitter.com/novicus/status/1472750749968855040
[2] https://www.science.org/content/article/why-do-dogs-tilt-their-heads-new-study-offers-clues?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/fantastic-warty-frog-found-african-rainforest?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/scientists-see-really-really-tough-winter-omicron?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/diamond-contains-mineral-never-seen-nature?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/polar-bear-hunting-reindeer-caught-tape-first-time?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=430541&lang=en_US&source=CC4

Top URLs in Tweet in G5:
[2] https://www.science.org/content/article/arctic-warming-four-times-faster-rest-world?cookieSet=1
[2] https://www.science.org/content/article/edison-was-right-waking-right-after-drifting-sleep-can-boost-creativity?cookieSet=1
[1] https://www.science.org/content/article/ice-shelf-holding-back-keystone-antarctic-glacier-within-years-failure?cookieSet=1

Top URLs in Tweet in G6:
[5] https://aaas.confex.com/aaas/2022/meetingapp.cgi/Session/28803
[3] http://www.aaas.org/program/science-technology-policy-fellowships
[3] https://catalyst.harvard.edu/courses/social-media-and-science-communication/?utm_source=Twitter&utm_medium=Social%20&utm_campaign=Boundary-Crossing
[2] http://www.stpf-aaas.org
[2] http://montclare.poly.edu/?p=3901
[2] https://www.science.org/content/article/fantastic-warty-frog-found-african-rainforest?cookieSet=1
[2] https://www.science.org/content/article/millipede-really-does-have-1000-legs-and-more?cookieSet=1
[2] https://www.science.org/content/article/breakthrough-2021?cookieSet=1
[2] https://www.instagram.com/accounts/login/
[1] https://spacepolicyonline.com/events/nasa-media-telecon-on-science-experiments-on-spx-24-cargo-mission-dec-14-2021-virtual-100-pm-et/

Top URLs in Tweet in G7:
[4] https://aaas.zoom.us/meeting/register/tJMsc-yrpzsvGtaNsng7Zix53HzaQlo0cnsO
[3] https://aaasseachange.force.com/s/
[3] https://time.com/heroes-of-the-year-2021-vaccine-scientists/
[3] https://www.science.org/doi/10.1126/science.abn0866?utm_campaign=SciMag&utm_source=Social&utm_medium=Twitter
[2] https://www.aaas.org/news/house-and-senate-rd-appropriations-estimates
[2] https://www.science.org/content/article/why-do-dogs-tilt-their-heads-new-study-offers-clues?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/fantastic-warty-frog-found-african-rainforest?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/doi/10.1126/science.abn0866?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.youtube.com/nihvideocast
[2] https://www.science.org/content/article/scientists-see-really-really-tough-winter-omicron?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter

Top URLs in Tweet in G8:
[19] https://www.science.org/content/article/ice-shelf-holding-back-keystone-antarctic-glacier-within-years-failure?cookieSet=1

Top URLs in Tweet in G9:
[1] https://twitter.com/jaelvrr/status/1469660211887882244
[1] https://twitter.com/tetebeanie/status/1469850098184114178

Top Domains
Top Domains in Tweet in Entire Graph:
[322] science.org
[218] twitter.com
[74] aaas.org
[40] youtube.com
[34] co.jp
[22] cleantechnica.com
[20] adp.com
[8] co.uk
[8] sbfprize.org
[8] peing.net

Top Domains in Tweet in G1:
[132] science.org
[55] twitter.com
[11] aaas.org
[10] cleantechnica.com
[5] linkedin.com
[5] prtimes.jp
[4] co.jp
[4] peing.net
[2] pewresearch.org
[2] ecotopical.com

Top Domains in Tweet in G2:
[17] co.jp
[14] twitter.com
[6] fashion-press.net
[5] zabuu.site
[3] youtube.com
[2] mottohomete.net
[2] tokyo-zoo.net
[2] note.com
[2] umabi.jp
[2] nikkansports.com

Top Domains in Tweet in G3:
[5] co.uk
[3] twitter.com
[2] nature.com
[2] theguardian.com
[2] youtube.com
[1] sciencemag.org
[1] capeandislands.org
[1] safeamna.org
[1] researchgate.net
[1] bloomberg.com

Top Domains in Tweet in G4:
[30] science.org
[26] aaas.org
[12] twitter.com
[11] adp.com
[7] youtube.com
[3] bit.ly
[3] time.com
[2] sciencediplomacy.org
[2] baidu.com
[2] amacad.org

Top Domains in Tweet in G5:
[5] science.org

Top Domains in Tweet in G6:
[33] science.org
[11] twitter.com
[9] aaas.org
[5] aaaspolicyfellowships.org
[5] confex.com
[4] harvard.edu
[2] stpf-aaas.org
[2] poly.edu
[2] adp.com
[2] instagram.com

Top Domains in Tweet in G7:
[27] science.org
[16] twitter.com
[12] aaas.org
[8] sbfprize.org
[7] adp.com
[4] zoom.us
[3] force.com
[3] youtube.com
[3] time.com
[2] utdallas.edu

Top Domains in Tweet in G8:
[19] science.org

Top Domains in Tweet in G9:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[146] covid19
[140] omicronvariant
[69] aaas
[63] stem
[52] scicomm
[45] agu21
[44] rt
[40] ヒロアカ
[32] aespa
[25] massmediafellow



Top Hashtags in Tweet in G1:
[9] halilibrahimceyhan
[7] aaas
[4] 質問箱
[4] 匿名質問募集中
[3] science
[3] exit
[3] リンカーン
[3] りんたろー
[3] 相席スタート
[2] ayçaayşinturan

Top Hashtags in Tweet in G2:
[12] ローソン
[8] 猫
[6] 育児漫画
[6] 娘が可愛すぎるんじゃ
[4] ウマ娘
[4] ねこ
[4] 本日の地味なハイライト
[4] ローソンのエルチキ食べたい
[4] クリスマスボックス
[3] zabuu

Top Hashtags in Tweet in G3:
[132] covid19
[130] omicronvariant
[4] womeninstem
[4] rri
[4] scipol
[3] stemtoo
[2] phdchat
[2] sdg5
[2] stem
[2] scicomm

Top Hashtags in Tweet in G4:
[5] covid19
[5] archaeology
[4] climatechange
[4] stem
[4] science
[3] omicronvariant
[3] futureengineers
[2] omicron
[2] sciencewebinars
[2] sciencemagarchives

Top Hashtags in Tweet in G5:
[1] climatecrisis
[1] rt
[1] covid19
[1] climatechange

Top Hashtags in Tweet in G6:
[45] aaas
[41] scicomm
[40] agu21
[20] stem
[18] sciengage
[17] phd
[17] brooklyn
[15] scipol
[15] climate
[14] lablife

Top Hashtags in Tweet in G7:
[42] rt
[36] stem
[20] seachange
[7] kidlit
[7] isfsfellows
[5] nonfiction
[4] climatechange
[3] isfs2021
[3] covid19
[3] sciencewebinars

Top Hashtags in Tweet in G8:
[3] covid19
[3] omicronvariant

Top Words
Top Words in Tweet in Entire Graph:
[2695] aaas
[915] science
[591] ice
[583] shelf
[487] back
[475] years
[464] holding
[463] keystone
[349] antarctic
[344] bad

Top Words in Tweet in G1:
[483] aaas
[166] science
[33] really
[28] omicron
[25] world
[23] more
[23] back
[22] ice
[19] shelf
[19] scientists

Top Words in Tweet in G2:
[70] taki_aaas
[34] suzu_ekm
[16] デマ注意
[14] です
[12] #ローソン
[12] co
[10] ω
[9] え
[9] kyata_ti666
[9] 1256023kisei

Top Words in Tweet in G3:
[170] osteoarch
[132] #covid19
[131] data
[131] dose
[130] protection
[130] #omicronvariant
[130] doses
[129] third
[129] pfizer
[128] 75

Top Words in Tweet in G4:
[300] aaas
[172] science
[105] ambqingang
[77] nature
[74] interview
[73] innovation
[73] diplomacy
[72] global
[71] magazine
[71] stressing

Top Words in Tweet in G5:
[299] science
[299] aaas
[294] bad
[294] news
[294] antarctica
[294] ice
[294] shelf
[294] holding
[294] back
[294] keystone

Top Words in Tweet in G6:
[153] aaas
[78] aaas_stpf
[73] science
[45] #aaas
[43] johnshopkins
[41] #scicomm
[40] #agu21
[39] stanford
[35] deniswirtz
[33] harvard

Top Words in Tweet in G7:
[160] aaas
[59] join
[47] learning
[42] #rt
[36] director
[36] #stem
[34] inclusive
[34] aaas_seachange
[32] goldgooseaward
[32] congratulations

Top Words in Tweet in G8:
[259] ice
[259] shelf
[142] years
[141] holding
[141] back
[141] keystone
[118] very
[118] significant
[118] development
[118] break

Top Words in Tweet in G9:
[117] aaas
[112] performance
[111] winning
[111] daesangs
[111] mmas
[111] being
[111] nominated
[111] best
[111] duo
[111] group

Top Words in Tweet in G10:
[113] enhypen
[113] members
[112] jeonghan
[112] talked
[112] aaas
[112] seated
[112] beside
[112] exchanged
[112] greetings
[112] suddenly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[582] ice,shelf
[557] science,aaas
[464] holding,back
[463] shelf,holding
[463] back,keystone
[344] keystone,antarctic
[338] glacier,within
[336] antarctic,glacier
[336] within,years
[336] years,failure

Top Word Pairs in Tweet in G1:
[133] science,aaas
[18] ice,shelf
[18] holding,back
[17] shelf,holding
[17] back,keystone
[17] glacier,within
[16] keystone,antarctic
[16] antarctic,glacier
[16] within,years
[16] years,failure

Top Word Pairs in Tweet in G2:
[6] デマ注意,男性へのクリスマスプレゼントはネクタイがオススメ
[6] 男性へのクリスマスプレゼントはネクタイがオススメ,というデマが流れていますが絶対に信用しないでください
[6] #育児漫画,#娘が可愛すぎるんじゃ
[5] 'ω',و
[5] ご応募ありがとうございます,12
[5] 12,25まで使える
[5] 25まで使える,税込80円以上の揚げ物
[5] 税込80円以上の揚げ物,焼鳥各種20円引券
[5] 焼鳥各種20円引券,を差し上げます
[5] を差し上げます,クリスマスにサクサクジューシーなチキンを楽しんでください

Top Word Pairs in Tweet in G3:
[128] third,dose
[128] 75,protection
[128] #covid19,#omicronvariant
[127] dose,pfizer
[127] pfizer,gives
[127] gives,70
[127] 70,75
[127] protection,#covid19
[127] #omicronvariant,doses
[127] doses,enough

Top Word Pairs in Tweet in G4:
[74] aaas,science
[73] science,diplomacy
[72] interview,aaas
[72] nature,science
[71] ambqingang,interview
[71] diplomacy,magazine
[71] magazine,stressing
[71] stressing,global
[71] global,nature
[71] science,technology

Top Word Pairs in Tweet in G5:
[298] science,aaas
[294] bad,news
[294] news,antarctica
[294] antarctica,ice
[294] ice,shelf
[294] shelf,holding
[294] holding,back
[294] back,keystone
[294] keystone,antarctic
[294] antarctic,glacier

Top Word Pairs in Tweet in G6:
[25] deniswirtz,johnshopkins
[20] booth,722
[20] science,communication
[19] hbcu,making
[19] making,innovation
[19] innovation,showcase
[18] #aaas,#scicomm
[18] ncatcost,students
[18] students,recently
[18] recently,took

Top Word Pairs in Tweet in G7:
[42] #rt,aaas
[31] kizzmekia,corbett
[31] corbett,barney
[31] barney,graham
[30] aaas,congratulations
[30] drew,weissman
[29] congratulations,'20
[29] '20,'21
[29] '21,goldgooseaward
[29] goldgooseaward,recipients

Top Word Pairs in Tweet in G8:
[259] ice,shelf
[141] shelf,holding
[141] holding,back
[141] back,keystone
[118] very,significant
[118] significant,development
[118] development,years
[118] years,break
[118] break,part
[118] part,ice

Top Word Pairs in Tweet in G9:
[111] winning,daesangs
[111] daesangs,mmas
[111] mmas,aaas
[111] aaas,being
[111] being,nominated
[111] nominated,best
[111] best,duo
[111] duo,group
[111] group,pop
[111] pop,performance

Top Word Pairs in Tweet in G10:
[113] enhypen,members
[112] jeonghan,talked
[112] talked,aaas
[112] aaas,enhypen
[112] members,seated
[112] seated,beside
[112] beside,exchanged
[112] exchanged,greetings
[112] greetings,suddenly
[111] jungwonglobal,jeonghan

Top Replied-To
Top Replied-To in Entire Graph:
@aaas_kshs
@taki_aaas
@ourktv
@potus
@deniswirtz
@ambqingang
@nagai_yue
@aaas_94
@aaas___36
@suzu_ekm

Top Replied-To in G2:
@taki_aaas
@suzu_ekm
@n52cn1
@spacemanvipex
@eki16g_syrup
@1256023kisei
@su_ekmm
@halocynthia
@lux_ekimemo

Top Replied-To in G3:
@osteoarch
@do_kinder
@andmoo222
@mancophotos
@bbqbaseball62
@cliffjx
@jeremyfarrar
@stlouislung
@agoldsmithesq
@dorothysuskind

Top Replied-To in G4:
@ambqingang
@aaas
@leedrutman
@nemesis_alert
@ayjchan
@jamiemetzl
@hungsevenstar
@echinanews
@porterequipment
@whitneypipkin

Top Replied-To in G6:
@deniswirtz
@geraldkutney
@canncr
@deepgreendesign
@jacasiegel
@katebrauman
@aaas_stpf
@jessicamsoule
@jmessersmith_jh
@priyology

Top Replied-To in G7:
@asu
@paleymir
@travisyork
@aaas_seachange

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@rahmstorf
@osteoarch
@harvard
@mit
@weatherprof
@jungwonglobal
@modooborahae
@justintrudeau
@borisjohnson

Top Mentioned in G1:
@young_j561
@grandeevelyne
@seekhopeact
@deainetofficial

Top Mentioned in G2:
@suzu_ekm
@taki_aaas
@kyata_ti666
@akiko_lawson
@1256023kisei
@841_muscle
@b09a2032c
@noradjapan
@azuki_eki
@famima_now

Top Mentioned in G3:
@osteoarch
@aaas
@nihdirector
@peterhotez
@drleanawen
@drsanjaygupta
@drericding
@choo_ek
@cdcdirector
@whcos

Top Mentioned in G4:
@aaas
@ambqingang
@foodskop
@sacnas
@aises
@abrcms
@hhminews
@ascbiology
@jonathandcohen1
@normornstein

Top Mentioned in G5:
@rahmstorf
@kansans4science
@aaas
@mccandelish

Top Mentioned in G6:
@aaas
@aaas_stpf
@johnshopkins
@stanford
@harvard
@mit
@cambridge_uni
@jessicamsoule
@nsf
@umich

Top Mentioned in G7:
@aaas
@aaas_seachange
@goldgooseaward
@travisyork
@aaassubaruprize
@noyceprogram
@ut_dallas
@sciencemagazine
@nih
@rokembdc

Top Mentioned in G8:
@weatherprof
@davideilers67
@rahmstorf
@osteoarch

Top Mentioned in G9:
@modooborahae
@theblueprintbts
@gretchen_a_k
@sooshooot7

Top Mentioned in G10:
@jungwonglobal

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@famima_reply
@akiko_lawson
@cas_2050001283
@famima_now
@ichibankuji
@sectest9
@shimamura_gr
@cybersec_feeds
@tokoroten510

Top Tweeters in G1:
@cas_2050001283
@tokoroten510
@schestowitz
@angelakorras
@prtimes_news
@ken_crichlow
@f_k_t_
@gezgintrk
@knittingknots
@tatzanx

Top Tweeters in G2:
@japan_lawson
@famima_reply
@akiko_lawson
@famima_now
@togetter_jp
@osaka_seventeen
@koshian
@nhk_news
@nikkansports
@kojimamo

Top Tweeters in G3:
@viralvideovlogs
@ligayaloyola
@miss_placed_
@googleexpertuk
@familygrowing1
@cathleenkucz
@paladine
@nicochan33
@anas_erindra
@terryelaineh1

Top Tweeters in G4:
@micjojd
@brasil_acabou
@time
@eco1start
@max_a_secas
@needhibhalla
@betterjobsearch
@fchaumac_chau
@vpaige
@tombenthin

Top Tweeters in G5:
@rk70534
@ansisegle
@btkrth
@syawal
@glebbern
@weecass1888
@jane__eden
@gombang
@fritzquincke
@agussari

Top Tweeters in G6:
@john1966olsen
@imagine_garden
@carm2158
@deepgreendesign
@darrenculbreath
@academicchatter
@aggiejay_412
@emmytee_7
@scitechmachine
@jentrification

Top Tweeters in G7:
@tomvarghesejr
@doctor_david
@stem_ai
@jclanoe
@pbs
@dingleteach
@madhavanpallan
@svaradarajan
@dynamicssiam
@hbcubuzz

Top Tweeters in G8:
@geoffrey_payne
@shirfire218
@darylgibson
@laura78703
@mariecolemanao
@msronnyb
@louisa_faux
@lindadoherty4
@kimwillful
@a_standal

Top Tweeters in G9:
@aepishere
@linnie_myname
@jk_sweetsmile
@pairrylland
@kirana_dns
@bbabangborahae
@th0r_sh0t
@for_jaaisriru
@titity_99
@mrstoh2o

Top Tweeters in G10:
@rikipuma_
@tyissocuteee
@relvalle
@rosaliacolon4
@secret_atuay
@ajzls
@sunsparkl3
@en_yangj
@ot7_together
@vacajeons


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