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aaas_2022-01-12_23-07-48.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
aaas via NodeXL https://bit.ly/3nmf6kQ
@aaas
@braincures
@matthewnewell67
@mdrisette
@aaasepicenter
@glinch72
@particle96
@globalguthealth
@marionkoopmans
@do_kinder

Top hashtags:
#aaasmtg
#scicomm
#rt
#aaas
#sciengage
#covid19
#stem
#駅メモファンアート
#halilibrahimceyhan

Description:
Description
The graph represents a network of 5,230 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, 13 January 2022 at 07:15 UTC.

The requested start date was Thursday, 13 January 2022 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 13-day, 23-hour, 34-minute period from Thursday, 30 December 2021 at 01:26 UTC to Thursday, 13 January 2022 at 01:00 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 : 5230
Unique Edges : 4735
Edges With Duplicates : 9191
Total Edges : 13926
Number of Edge Types : 5
Replies to : 1271
Retweet : 2589
MentionsInRetweet : 4222
Tweet : 2337
Mentions : 3507
Self-Loops : 2383
Reciprocated Vertex Pair Ratio : 0.0326414197433053
Reciprocated Edge Ratio : 0.0632192726714746
Connected Components : 977
Single-Vertex Connected Components : 430
Maximum Vertices in a Connected Component : 1987
Maximum Edges in a Connected Component : 6357
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.352215
Graph Density : 0.000238301837048641
Modularity : 0.462733
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,230 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, 13 January 2022 at 07:15 UTC.

The requested start date was Thursday, 13 January 2022 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 13-day, 23-hour, 34-minute period from Thursday, 30 December 2021 at 01:26 UTC to Thursday, 13 January 2022 at 01:00 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:
[39] https://www.science.org/content/article/greeks-really-do-have-near-mythical-origins-ancient-dna-reveals?cookieSet=1
[16] https://www.science.org/content/article/omicron-cases-are-exploding-scientists-still-don-t-know-how-bad-wave-will-be?cookieSet=1
[13] https://www.science.org/content/article/covid-19-may-have-killed-nearly-3-million-india-far-more-official-counts-show?cookieSet=1
[11] https://digitalnagasaki.hatenablog.com/entry/2021/10/02/162158
[10] https://www.aaas.org/programs/entry-point
[8] https://lorealfwis.aaas.org/login/index.cfm
[8] https://newsroom.uw.edu/news/antibody-inhibits-broad-range-sarbecoviruses-found
[8] https://aaas.org/news/sciences-2021-breakthrough-ai-powered-protein-prediction
[8] https://boinc.bakerlab.org/rosetta/server_status.php
[8] https://twitter.com/gentipla/status/1474253248412463112?s=20

Top URLs in Tweet in G1:
[11] https://www.science.org/content/article/omicron-cases-are-exploding-scientists-still-don-t-know-how-bad-wave-will-be?cookieSet=1
[10] https://www.science.org/content/article/covid-19-may-have-killed-nearly-3-million-india-far-more-official-counts-show?cookieSet=1
[7] https://peing.net/ja/ri_aaas?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[4] https://www.science.org/content/article/once-crazy-idea-patent-pooling-nonprofit-will-help-bring-covid-19-pills-world-s-poor?cookieSet=1
[4] https://www.science.org/content/blog-post/thoughts-elizabeth-holmes-verdict?cookieSet=1
[4] https://www.science.org/content/article/new-lava-coating-can-stop-fires-their-tracks?cookieSet=1
[3] https://www.reddit.com/r/xboxone/comments/rwvb1b/ran_out_of_batteries_all_i_had_was_aaas_some/
[2] https://www.fox35orlando.com/news/drinking-this-new-years-eve-aaas-tow-to-go-program-can-get-you-home-safe
[2] https://www.science.org/content/article/why-i-teach-my-students-about-scientific-failure?cookieSet=1
[2] https://www.science.org/content/article/it-s-nightmare-how-brazilian-scientists-became-ensnared-chloroquine-politics?cookieSet=1

Top URLs in Tweet in G2:
[7] https://zabuu.site/user/detail/919630981203554304
[2] https://shindanmaker.com/861844
[2] https://www.mottohomete.net/taki_aaas
[2] https://gigazine.net/news/20220105-starlink-internet-dishes-cats/
[2] https://www.instagram.com/accounts/login/
[2] https://www.itmedia.co.jp/news/articles/2201/05/news028.html
[2] https://www.fashion-press.net/news/81044
[2] https://www.fashion-press.net/news/82650
[2] https://www.amazon.co.jp/%E3%82%B3%E3%82%AB%E3%83%BB%E3%82%B3%E3%83%BC%E3%83%A9-Coca-Cola-%E3%83%A9%E3%83%99%E3%83%AB%E3%83%AC%E3%82%B9-350mlPET%C3%9724%E6%9C%AC/dp/B095P68L2T?__mk_ja_JP=%E3%82%AB%E3%82%BF%E3%82%AB%E3%83%8A&crid=DMPRBFS68TH9&keywords=%E3%82%B3%E3%82%AB%E3%83%BB%E3%82%B3%E3%83%BC%E3%83%A9+%E3%83%A9%E3%83%99%E3%83%AB%E3%83%AC%E3%82%B9&qid=1641178608&sprefix=%E3%82%B3%E3%82%AB+%E3%82%B3%E3%83%BC%E3%83%A9+%E3%83%A9%E3%83%99%E3%83%AB%E3%83%AC%E3%82%B9,aps,160&sr=8-1-spons&psc=1&spLa=ZW5jcnlwdGVkUXVhbGlmaWVyPUEzUzg3OElGTTRNOUYyJmVuY3J5cHRlZElkPUEwNjk2MDQ2MkwyVVBGS0s0VTBINyZlbmNyeXB0ZWRBZElkPUEyRFI0T1lXUVcwTDVHJndpZGdldE5hbWU9c3BfYXRmJmFjdGlvbj1jbGlja1JlZGlyZWN0JmRvTm90TG9nQ2xpY2s9dHJ1ZQ%3D%3D&linkCode=sl1&tag=xuewla1rf-22&linkId=3e97f08a29bc15b6abcdbb85dd478a41&language=ja_JP&ref_=as_li_ss_tl
[2] https://www.amazon.co.jp/%E3%83%A4%E3%83%9E%E3%83%A2%E3%83%AA-%E3%80%905%E5%80%8B%E3%82%BB%E3%83%83%E3%83%88%E3%80%91%E3%83%A4%E3%83%9E%E3%83%A2%E3%83%AA-%E3%82%BF%E3%82%A4%E3%82%AB%E3%83%AC%E3%83%BC%E3%82%B0%E3%83%AA%E3%83%BC%E3%83%B3-180g/dp/B0175X1J86?__mk_ja_JP=%E3%82%AB%E3%82%BF%E3%82%AB%E3%83%8A&crid=2R051JWPDG7IR&keywords=%E3%83%A4%E3%83%9E%E3%83%A2%E3%83%AA+%E3%82%BF%E3%82%A4%E3%82%AB%E3%83%AC%E3%83%BC%E3%82%B0%E3%83%AA%E3%83%BC%E3%83%B3+180g+%C3%975%E5%80%8B&qid=1641180129&s=food-beverage&sprefix=%E3%83%A4%E3%83%9E%E3%83%A2%E3%83%AA+%E3%82%BF%E3%82%A4%E3%82%AB%E3%83%AC%E3%83%BC%E3%82%B0%E3%83%AA%E3%83%BC%E3%83%B3+180g+5%E5%80%8B,food-beverage,171&sr=1-3&linkCode=sl1&tag=xuewla1rf-22&linkId=083d3783df1b8aa82954be823cc4e7c8&language=ja_JP&ref_=as_li_ss_tl

Top URLs in Tweet in G3:
[9] https://www.aaas.org/programs/entry-point
[6] https://www.sbfprize.org/blog/finalists-2022-hands-on
[6] https://www.sbfprize.org/blog/finalists-2022-young-adult
[5] https://aaas.zoom.us/meeting/register/tJMsc-yrpzsvGtaNsng7Zix53HzaQlo0cnsO
[4] https://lorealfwis.aaas.org/login/index.cfm
[3] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=430640&lang=en_US&source=CC4
[3] https://www.science.org/content/article/simple-test-could-predict-dangerous-blood-pressure-pregnant-women?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Facebook
[3] https://meetings.aaas.org/2022-meeting-online/
[3] https://www.diverseeducation.com/faculty-staff/article/15286701/as-omicron-rages-on-so-does-the-pandemics-unequal-toll-on-faculty
[3] https://twitter.com/aaas/status/1473006570204246020

Top URLs in Tweet in G4:
[3] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=430302&lang=en_US&source=CC4
[3] https://www.science.org/content/article/simple-test-could-predict-dangerous-blood-pressure-pregnant-women?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Facebook
[3] https://twitter.com/pmddomingos/status/1477435086874169346
[2] 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=CC4
[2] https://www.aaas.org/news/weird-wonderful-creatures-blobfish?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/omicron-cases-are-exploding-scientists-still-don-t-know-how-bad-wave-will-be?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/female-pharaoh-s-temple-reveals-how-egypt-s-ancient-masters-carved-their-art?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.aaas.org/membership/member-spotlight/archaeologist-samantha-porter-digs-deep-digital-touch
[2] https://www.aaas.org/news/how-strengthen-our-connections-natural-world?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.science.org/content/article/scientists-entered-peoples-dreams-and-got-them-talking?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter

Top URLs in Tweet in G5:
[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.glasgowlive.co.uk/news/glasgow-news/uni-accused-whitewashing-pervert-professor-19265534
[1] https://www.nytimes.com/2018/10/25/technology/google-sexual-harassment-andy-rubin.html
[1] https://www.outsourcing-pharma.com/Article/2015/11/18/CEO-who-only-employs-beautiful-women-guilty-of-sex-discrimination
[1] https://www.dailymail.co.uk/news/article-9892045/Is-Harrow-educated-scientist-Aubrey-Grey-sex-pest.html
[1] https://endpts.com/eli-lilly-strips-ousted-cfo-josh-smiley-of-24m-in-pay-after-inappropriate-messages-scandal/
[1] https://endpts.com/warp-speeds-moncef-slaoui-loses-board-chairmanship-after-getting-hit-with-sexual-harassment-allegations/
[1] https://www.dailymail.co.uk/news/article-9605499/Microsoft-CEO-sticks-knife-Bill-Gates-affair-staff-member-revealed.html
[1] https://www.morningbrew.com/emerging-tech/stories/2021/08/04/deepminds-cofounder-placed-leave-bullying-google-promoted
[1] https://www.sciencemag.org/news/2021/08/hhmi-fires-prominent-biologist-sexual-harassment

Top URLs in Tweet in G6:
[2] https://www.aaas.org/page/online-workshops
[1] https://www.aaas.org/epi-center/voting-technology-and-security
[1] https://www.youtube.com/watch?v=P8PcM_d0zuY

[1] https://www.aaas.org/pfas
[1] https://twitter.com/aaas/status/1475179641019244552
[1] https://www.aaas.org/programs/epi-center
[1] https://www.aaas.org/epi-center/internet-online-voting
[1] https://www.aaas.org/epi-center/pfas-guides
[1] https://www.science.org/content/article/goldfish-are-good-drivers-new-fish-operated-vehicle-reveals?cookieSet=1
[1] https://www.science.org/content/article/signs-pinochet-s-coup-spotted-chilean-tree-rings?cookieSet=1

Top URLs in Tweet in G7:
[1] https://www.aaas.org/sites/default/files/aaas_climate_statement2.pdf
[1] https://www.science.org/content/article/why-536-was-worst-year-be-alive?cookieSet=1
[1] https://www.aaas.org/resources/aaas-board-attacks-climate-researchers-inhibit-free-exchange-scientific-ideas
[1] https://twitter.com/glinch72/status/1434571307534983168?t=u69cxIsmRKPs4ZXxFaId-Q&s=19
[1] https://twitter.com/glinch72/status/1425318811704647694?t=1lry-_Azv6ZuU1-WR0IP1w&s=19
[1] https://www.aaas.org/
[1] http://www.nasonline.org/

Top URLs in Tweet in G8:
[1] https://www.science.org/doi/10.1126/sciadv.abl9174?cookieSet=1
[1] https://www.nytimes.com/2022/01/08/science/james-webb-telescope-nasa-deployment.html
[1] https://scienceforthechurch.org/2021/12/14/advent-devotional-gods-real-presence/
[1] https://www.huffpost.com/entry/what-ive-learned-from-scientists-so-far_b_3671042
[1] https://scienceforthechurch.org/2022/01/04/following-the-eastern-star-of-epiphany/
[1] https://www.cnn.com/2022/01/08/us/stephen-hawking-birthday-tribute-google-doodle/index.html
[1] https://www.science.org/content/article/how-genetic-twist-old-variant-may-be-driving-omicron-and-delta-today?cookieSet=1
[1] https://www.thecube.net/guest/pbSd8TQhqu4ciheSR

Top URLs in Tweet in G9:
[11] https://digitalnagasaki.hatenablog.com/entry/2021/10/02/162158
[8] https://docs.google.com/forms/d/e/1FAIpQLSd9uVwp_502Ei4ujYcraHFf7mh9W1EABVFyuyK8-v6LAHaz8g/closedform
[4] https://jaas.group/220105/
[4] https://b.hatena.ne.jp/-/redirect?code=77502f725e506b325e2177555e2058344d212f4377504f59&location_id=4713607121454701122&signature=c380f37d56f632e6d4c43796ba1b74f62959bcd494521197455f0dac34fa2dc4
[3] https://jaas.group/220104/
[2] https://twitter.com/yamagatm3/status/1479322506880516096
[1] https://twitter.com/yamagatm3/status/1479981851590934528
[1] https://twitter.com/jaascommittee/status/1476752185912606721
[1] https://twitter.com/tsuyomiyakawa/status/1476755687011397632

Top URLs in Tweet in G10:
[1] https://www.science.org/content/article/omicron-cases-are-exploding-scientists-still-don-t-know-how-bad-wave-will-be?cookieSet=1

Top Domains
Top Domains in Tweet in Entire Graph:
[277] twitter.com
[254] science.org
[131] aaas.org
[25] adp.com
[24] youtube.com
[17] sbfprize.org
[15] uky.edu
[13] co.jp
[11] hatenablog.com
[11] jaas.group

Top Domains in Tweet in G1:
[78] science.org
[61] twitter.com
[9] aaas.org
[7] peing.net
[3] fox35orlando.com
[3] eurekalert.org
[3] reddit.com
[2] co.jp
[2] nationalgeographic.com
[2] linkedin.com

Top Domains in Tweet in G2:
[12] twitter.com
[11] co.jp
[8] shindanmaker.com
[7] zabuu.site
[4] fashion-press.net
[2] mottohomete.net
[2] gigazine.net
[2] instagram.com
[2] blog.jp
[2] news24.jp

Top Domains in Tweet in G3:
[50] aaas.org
[35] twitter.com
[25] science.org
[17] sbfprize.org
[14] adp.com
[5] zoom.us
[4] youtube.com
[4] nasw.org
[3] frontiersin.org
[3] confex.com

Top Domains in Tweet in G4:
[28] science.org
[24] aaas.org
[17] twitter.com
[11] adp.com
[1] frontiersin.org
[1] udayton.edu
[1] forms.gle
[1] theguardian.com
[1] zoom.us
[1] facebook.com

Top Domains in Tweet in G5:
[5] co.uk
[3] theguardian.com
[2] nytimes.com
[2] endpts.com
[2] youtube.com
[1] nature.com
[1] outsourcing-pharma.com
[1] morningbrew.com
[1] sciencemag.org
[1] usatoday.com

Top Domains in Tweet in G6:
[7] aaas.org
[2] science.org
[1] youtube.com
[1] twitter.com

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

Top Domains in Tweet in G8:
[2] science.org
[2] scienceforthechurch.org
[1] nytimes.com
[1] huffpost.com
[1] cnn.com
[1] thecube.net

Top Domains in Tweet in G9:
[11] hatenablog.com
[8] google.com
[7] jaas.group
[5] twitter.com
[4] ne.jp

Top Domains in Tweet in G10:
[1] science.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[78] aaasmtg
[72] scicomm
[64] rt
[63] aaas
[35] sciengage
[34] covid19
[29] stem
[26] 駅メモファンアート
[24] halilibrahimceyhan
[23] climatechange



Top Hashtags in Tweet in G1:
[24] halilibrahimceyhan
[7] aaas
[7] 質問箱
[7] 匿名質問募集中
[3] science
[2] معصيتي__رiحتي
[2] معصيتيي_رlحتيي
[2] engineeringdesign
[2] stem教育
[2] 科学の方法

Top Hashtags in Tweet in G2:
[26] 駅メモファンアート
[8] shindanmaker
[6] 駅メモ
[6] 育児漫画
[6] ドラえもん
[5] zabuu
[5] 質問がじゃんじゃん届く
[5] ローソン
[5] 漫画が読めるハッシュタグ
[4] 猫

Top Hashtags in Tweet in G3:
[64] aaasmtg
[61] rt
[47] scicomm
[34] sciengage
[25] stem
[16] aaas
[15] lablife
[14] brooklyn
[13] scipol
[13] phd

Top Hashtags in Tweet in G4:
[21] scicomm
[12] vaccines
[12] covid19
[11] aaasmtg
[5] climatechange
[5] paxlovid
[4] omicron
[3] misinformation
[3] danceyourphd
[2] ai

Top Hashtags in Tweet in G5:
[9] stemtoo
[6] womeninstem
[4] rri
[3] metoomovement
[3] sdg5
[2] metooera
[2] sdg16
[2] resist
[2] scicomm
[2] womeninscience

Top Hashtags in Tweet in G6:
[3] pfas
[1] massmediafellow
[1] aaasmtg
[1] misinformation
[1] climatechange

Top Hashtags in Tweet in G8:
[3] epiphany
[2] logos
[1] stephenhawking
[1] iwd2020
[1] womenintech
[1] thecube
[1] techathlete
[1] genderequality
[1] internationalwomensday
[1] checkyourbias

Top Words
Top Words in Tweet in Entire Graph:
[2204] aaas
[512] science
[316] น
[234] scientists
[185] more
[184] evidence
[183] pfas
[181] water
[178] drinking
[177] 2022

Top Words in Tweet in G1:
[474] aaas
[93] science
[30] more
[26] covid
[25] 19
[24] halilibrahimceyhan
[24] #halilibrahimceyhan
[19] know
[17] still
[16] scientists

Top Words in Tweet in G2:
[91] taki_aaas
[29] suzu_ekm
[28] ꪔ
[26] #駅メモファンアート
[11] です
[10] あけましておめでとうございます
[10] 'ˏˋ
[10] tanueki
[9] spacemanvipex
[9] snowliners19

Top Words in Tweet in G3:
[289] aaas
[88] science
[79] scientists
[71] fellowship
[68] open
[64] #aaasmtg
[62] women
[61] #rt
[57] application
[56] more

Top Words in Tweet in G4:
[300] aaas
[135] realaaai
[70] fellow
[70] kristinmbranson
[64] uw
[57] domingos
[48] jessphoenix2018
[48] pedro
[48] those
[47] reflect

Top Words in Tweet in G5:
[31] aaas
[30] braincures
[27] bulliescampaign
[25] researchbysave
[25] forsymp
[25] dohadebates
[25] thepeopleshubuk
[24] academicchatter
[23] taranaburke
[21] zacharybrennan

Top Words in Tweet in G6:
[175] pfas
[174] evidence
[173] drinking
[173] water
[172] aaasepicenter
[172] chemicals
[171] detected
[170] continues
[170] emerge
[170] 'forever'

Top Words in Tweet in G7:
[6] aaas
[6] friendsoscience
[6] roypentland
[5] veritatem2021
[5] science
[5] ejwwest
[5] brknman
[5] flowerandfist
[4] bjchippindale
[4] oscarswild1

Top Words in Tweet in G8:
[18] aaas
[12] harvard
[12] potus
[8] pm_nepal
[8] pmoindia
[8] icj_org
[8] cij_icj
[8] presidentofnp
[6] biologosorg
[6] aaas_doser

Top Words in Tweet in G9:
[86] tsuyomiyakawa
[68] 日本版aaasの研究環境改善wgで
[68] 10兆円ファンド
[68] についての提言案をまとめました
[68] 関連のアンケートを行っています
[68] ぜひご回答いただけますとありがたいです
[68] 提言案は
[68] ご回答を拝見
[68] 考慮した上で改訂し
[68] 提言の最終版をつくります

Top Words in Tweet in G10:
[93] aaas
[92] marionkoopmans
[92] omicron
[92] cases
[92] exploding
[92] scientists
[92] still
[92] don
[92] know
[92] bad

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[301] science,aaas
[177] drinking,water
[175] detected,drinking
[174] water,evidence
[174] evidence,continues
[174] continues,emerge
[174] emerge,pfas
[174] pfas,'forever'
[174] 'forever',chemicals
[174] chemicals,harmful

Top Word Pairs in Tweet in G1:
[78] science,aaas
[24] aaas,halilibrahimceyhan
[24] halilibrahimceyhan,#halilibrahimceyhan
[23] covid,19
[14] null,aaas
[12] 19,killed
[12] killed,nearly
[12] nearly,million
[12] million,india
[12] india,far

Top Word Pairs in Tweet in G2:
[18] ꪔ,ꪔ
[10] 'ˏˋ,ꪔ
[9] ꪔ,ˊˎ
[8] ˊˎ,'ˏˋ
[6] º,ロº
[5] #zabuu,#質問がじゃんじゃん届く
[4] 映画,ゆるキャン
[4] 500円分のお食事券が,総勢2
[4] 総勢2,名に抽選で当たる
[3] 匿名の質問,メッセージ待ってます

Top Word Pairs in Tweet in G3:
[61] #rt,aaas
[53] calling,women
[53] women,postdoctoral
[53] postdoctoral,scientists
[53] fellowship,application
[50] application,open
[48] lorealgroupe,unesco
[46] aaas,calling
[46] scientists,4womeninscience
[46] 4womeninscience,fellowship

Top Word Pairs in Tweet in G4:
[135] aaas,realaaai
[49] realaaai,uw
[47] pedro,domingos
[47] realaaai,fellow
[46] domingos,aaas
[46] fellow,comments
[46] comments,reflect
[46] reflect,those
[46] those,institutes
[45] kristinmbranson,pedro

Top Word Pairs in Tweet in G5:
[25] bulliescampaign,researchbysave
[25] forsymp,dohadebates
[24] researchbysave,forsymp
[21] zacharybrennan,johncendpts
[20] delusionalacad1,psychmh
[19] dohadebates,thepeopleshubuk
[19] thepeopleshubuk,delusionalacad1
[17] johncendpts,endpts
[17] ka_blankenship,fionareporter
[16] psychmh,rossthomson26

Top Word Pairs in Tweet in G6:
[173] drinking,water
[171] detected,drinking
[170] water,evidence
[170] evidence,continues
[170] continues,emerge
[170] emerge,pfas
[170] pfas,'forever'
[170] 'forever',chemicals
[170] chemicals,harmful
[169] aaasepicenter,detected

Top Word Pairs in Tweet in G7:
[3] brknman,flowerandfist
[3] flowerandfist,paul4science
[3] paul4science,friendsoscience
[3] jr4_truth,roadshow11235
[3] bsc89937963,wreynolds20
[3] wreynolds20,climate_takes
[3] climate_takes,automatrix66_kc
[3] automatrix66_kc,climateskeptic4
[3] climateskeptic4,elias_amgr
[3] elias_amgr,roger_clague

Top Word Pairs in Tweet in G8:
[8] harvard,aaas
[8] aaas,potus
[8] potus,pm_nepal
[8] pm_nepal,pmoindia
[8] pmoindia,icj_org
[8] icj_org,cij_icj
[8] cij_icj,presidentofnp
[3] presidentofnp,harvard
[3] harvard,write
[3] write,dictionary

Top Word Pairs in Tweet in G9:
[68] 日本版aaasの研究環境改善wgで,10兆円ファンド
[68] 10兆円ファンド,についての提言案をまとめました
[68] についての提言案をまとめました,関連のアンケートを行っています
[68] 関連のアンケートを行っています,ぜひご回答いただけますとありがたいです
[68] ぜひご回答いただけますとありがたいです,提言案は
[68] 提言案は,ご回答を拝見
[68] ご回答を拝見,考慮した上で改訂し
[68] 考慮した上で改訂し,提言の最終版をつくります
[67] tsuyomiyakawa,日本版aaasの研究環境改善wgで
[67] 提言の最終版をつくります,拡散希望で

Top Word Pairs in Tweet in G10:
[92] omicron,cases
[92] cases,exploding
[92] exploding,scientists
[92] scientists,still
[92] still,don
[92] don,know
[92] know,bad
[92] bad,wave
[92] wave,science
[92] science,aaas

Top Replied-To
Top Replied-To in Entire Graph:
@taki_aaas
@aaas_kshs
@sertralineee
@aaas
@ashraf_aaas
@jessphoenix2018
@aaas_94
@aaas__36
@suzu_ekm
@kristinmbranson

Top Replied-To in G1:

Top Replied-To in G2:
@taki_aaas
@suzu_ekm
@tanueki
@spacemanvipex
@snowliners19
@ebiekimemo
@johannes_rail
@eki16g_syrup
@jiumangoku
@karakusa8250

Top Replied-To in G3:
@aaas
@kmftimm
@laurenyoung231
@drcchampagne
@beatascienceart
@esal_us
@pa_seachange
@travisyork
@smithsonian
@scicommclub

Top Replied-To in G4:
@jessphoenix2018
@aaas
@kristinmbranson
@theplanetaryguy
@drdawes
@peiferlabunc
@mdcnman
@dbastardo27
@mmmpsych
@say_cem

Top Replied-To in G5:
@bulliescampaign
@taranaburke
@braincures
@do_kinder
@dorothysuskind
@minionpostdoc
@drumeshprabhu
@academicparity
@morimahmoudi
@jeremyfarrar

Top Replied-To in G7:
@freddie07068768
@rayinstirling
@veritatem2021
@ejwwest
@ozzmanosgood
@narvuntien

Top Replied-To in G8:
@harvard
@joebiden
@repmaxinewaters
@deniswirtz

Top Replied-To in G9:
@toru_oga

Top Replied-To in G10:
@marionkoopmans

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@aaasepicenter
@realaaai
@marionkoopmans
@tsuyomiyakawa
@uw
@kristinmbranson
@4womeninscience
@lorealgroupe
@unesco

Top Mentioned in G1:
@incgnitoperson7
@washdcbhl

Top Mentioned in G2:
@suzu_ekm
@taki_aaas
@jona_official_
@johannes_rail
@eki16g_syrup
@takigare3
@cyberiguana
@gamebokusan
@likelike_oldmen
@heisei_love_bot

Top Mentioned in G3:
@aaas
@4womeninscience
@lorealgroupe
@unesco
@aaasmeetings
@ifthenshecan
@aaas_stpf
@aaas_scicomm
@meetascientist
@aaas_seachange

Top Mentioned in G4:
@aaas
@realaaai
@uw
@kristinmbranson
@uwcse
@jessphoenix2018
@meaganphelan
@nsf
@pmddomingos
@uofwa

Top Mentioned in G5:
@aaas
@braincures
@researchbysave
@forsymp
@dohadebates
@thepeopleshubuk
@academicchatter
@zacharybrennan
@johncendpts
@bulliescampaign

Top Mentioned in G6:
@aaasepicenter
@aaas
@fsfp
@thenasem
@theofficialacm
@commoncause
@us_vote
@verifiedvoting
@aaasmeetings

Top Mentioned in G7:
@friendsoscience
@roypentland
@brknman
@flowerandfist
@bjchippindale
@oscarswild1
@veritatem2021
@bubbasranch
@johndublin10
@thedisproof

Top Mentioned in G8:
@aaas
@potus
@mit
@un
@pm_nepal
@pmoindia
@icj_org
@cij_icj
@presidentofnp
@biologosorg

Top Mentioned in G9:
@tsuyomiyakawa
@knagasaki
@toru_oga
@sato51643335
@daihiko
@skasuga
@yamagatm3

Top Mentioned in G10:
@marionkoopmans
@elife
@paijournal
@ajtmh
@idsainfo
@aaas

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@cas_2050001283
@dennys_pr
@bamiyan_cp
@jona_official_
@ichibankuji
@matiere
@shopeeid
@viralvideovlogs

Top Tweeters in G1:
@cas_2050001283
@matiere
@f_k_t_
@c50cub96
@drpatfarrell
@pfanderson
@xbox_one_reddit
@jazzmanahn
@migihara
@angsuman

Top Tweeters in G2:
@japan_lawson
@akiko_lawson
@jona_official_
@yamadadeii
@karakusa8250
@cymupe
@umebc
@johannes_rail
@g255_twoline
@10k_ns

Top Tweeters in G3:
@sinemetuvivere
@botfemale
@deepgreendesign
@gma
@jerry_durhampt
@jeffjarvis
@b0tsci
@ximtex
@geraldkutney
@paleophile

Top Tweeters in G4:
@viralvideovlogs
@artificialbra1n
@alcinodoliveira
@lianabrooks
@genghisgalahad2
@potenspuella
@jimmymchugh_oh
@whysharksmatter
@drmrfrancis
@treasonweaselhu

Top Tweeters in G5:
@googleexpertuk
@bbcnews
@nicochan33
@terryelaineh1
@drumeshprabhu
@academicchatter
@docfreeride
@thetimes
@laserhaas01
@4americankat

Top Tweeters in G6:
@cheezwitham
@jjj5819
@brettaapplebaum
@dawnroseturner
@simplify77
@laura78703
@pistach01
@annie5133
@my2twh
@18diannem

Top Tweeters in G7:
@rmack2x
@jane__eden
@neasdenparade
@tony__heller
@friendsoscience
@oscarswild1
@asinister
@dawntj90
@cieloyla
@no2wind

Top Tweeters in G8:
@ronaldclarke
@wef
@thecube
@un
@nasa
@natgeo
@ungeneva
@johnsears2077
@discovery
@harvard

Top Tweeters in G9:
@paku
@oregakitaworld
@dasew01
@myamadakg
@kazoonbot
@gcyn
@kosugitti
@soccya
@daihiko
@oui_mitaka

Top Tweeters in G10:
@marizsmn
@ketaminh
@rayleengale
@caseofdees
@liesbethvberkel
@l_lembeck
@antagoniste_net
@jrgnhoogendoorn
@miekeroth
@jpluimers