aaas, Twitter, 2/9/2023 7:15:38 AM, 288966


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aaas_2023-02-08_23-02-08.xlsx
aaas_2023-02-08_23-02-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2023
Short Description:
aaas via NodeXL https://bit.ly/40EDobU
@aaas
@drruhelchistyf5
@dfisman
@twtthisisnow
@aaas_stpf
@dr_past
@blackandstem
@wannabgood4u
@roper_lab
@thedisproof

Top hashtags:
#aaasfellow
#sılatürkoğlu
#doğfat
#aaas
#sciencediplomacy
#aaasmtg
#sciencetwitter
#science
#rt

Description:
Description
The graph represents a network of 5,426 Twitter users whose recent tweets contained "aaas", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/8/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 09 February 2023 at 07:07 UTC.

The tweets in the network were tweeted over the 1460-day, 19-hour, 5-minute period from Saturday, 09 February 2019 at 05:45 UTC to Thursday, 09 February 2023 at 00:50 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5426
Unique Edges : 6901
Edges With Duplicates : 12698
Total Edges : 19599
Number of Edge Types : 9
Retweet : 2196
MentionsInRetweet : 4649
Replies to : 1793
MentionsInReplyTo : 7488
MentionsInQuote : 439
Quote : 275
Tweet : 845
Mentions : 1723
MentionsInQuoteReply : 191
Self-Loops : 1225
Reciprocated Vertex Pair Ratio : 0.053837001784652
Reciprocated Edge Ratio : 0.102173299463731
Connected Components : 688
Single-Vertex Connected Components : 356
Maximum Vertices in a Connected Component : 3641
Maximum Edges in a Connected Component : 16105
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.223984
Graph Density : 0.000361087849762451
Modularity : 0.442355
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,426 Twitter users whose recent tweets contained "aaas", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/8/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 09 February 2023 at 07:07 UTC.

The tweets in the network were tweeted over the 1460-day, 19-hour, 5-minute period from Saturday, 09 February 2019 at 05:45 UTC to Thursday, 09 February 2023 at 00:50 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[62] https://twitter.com/aaas/status/1620436768054022146
[40] https://www.aaas.org/page/2022-fellows-0
[33] https://www.science.org/content/article/bad-news-paxlovid-coronavirus-can-find-multiple-ways-evade-covid-19-drug?cookieSet=1
[29] https://www.science.org/content/article/could-popular-covid-19-antiviral-supercharge-pandemic?cookieSet=1
[20] https://www.aaas.org/news/repeat-sars-cov-2-mrna-vaccination-tied-rise-unexpected-antibody-subset
[18] https://www.science.org/content/article/incredibly-concerning-bird-flu-outbreak-spanish-mink-farm-triggers-pandemic-fears?cookieSet=1
[17] https://www.aaas.org/news/elected-fellows-announcement-2022
[17] https://www.science.org/content/article/breathless-oceans-warming-waters-suffocate-marine-life-disrupt-fisheries?cookieSet=1
[13] https://news.yale.edu/2023/01/31/seven-yale-faculty-members-named-aaas-fellows
[13] https://hub.jhu.edu/2023/01/31/ten-from-johns-hopkins-named-aaas-fellows/

Top URLs in Tweet in G1:
[17] https://twitter.com/aaas/status/1620436768054022146
[9] https://penntoday.upenn.edu/news/eight-Penn-professors-elected-2022-AAAS-fellows
[9] https://www.ornl.gov/news/aaas-elects-three-ornl-scientists-fellows
[8] https://www.aaas.org/news/elected-fellows-announcement-2022
[7] https://www.aaas.org/page/2022-fellows-0
[6] https://news.yale.edu/2023/01/31/seven-yale-faculty-members-named-aaas-fellows
[4] https://redirect.viglink.com?u=https%3A%2F%2Faaas.zoom.us%2Fwebinar%2Fregister%2FWN_MwoCx3eKQDq3G0UNaTMxsQ&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[4] https://redirect.viglink.com?u=https%3A%2F%2Faaas.zoom.us%2Fwebinar%2Fregister%2FWN_TrgizRq1SWqYI8FnBNPPJg&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[4] https://www.aaas.org/page/2022-fellows-0?adobe_mc=MCMID%3D24891409623142401410110706514257611604|MCORGID%3D242B6472541199F70A4C98A6%2540AdobeOrg|TS%3D1675354840
[4] https://twitter.com/UMichiganNews/status/1620518641166094337

Top URLs in Tweet in G2:
[6] https://meetings.aaas.org/
[5] https://meetings.aaas.org/registration/
[5] https://uidaho.zoom.us/j/86571037543
[4] https://twitter.com/YALIRLCEA/status/1620314148889567233/photo/1
[4] https://twitter.com/HubBucket/status/1094109949595185153/photo/1
[4] https://twitter.com/HubBucket/status/1236576101536878593/photo/1
[4] https://twitter.com/sunilarchak/status/1620688659795300352/photo/1
[4] https://twitter.com/bistromath22/status/1622408276968378370/photo/1
[4] https://twitter.com/bistromath22/status/1622188126776225792/photo/1
[4] https://twitter.com/bistromath22/status/1622195750850686976/photo/1

Top URLs in Tweet in G3:
[14] https://www.science.org/content/article/could-popular-covid-19-antiviral-supercharge-pandemic?cookieSet=1
[7] https://www.science.org/content/article/breathless-oceans-warming-waters-suffocate-marine-life-disrupt-fisheries?cookieSet=1
[7] https://www.science.org/content/article/incredibly-concerning-bird-flu-outbreak-spanish-mink-farm-triggers-pandemic-fears?cookieSet=1
[5] https://www.science.org/content/article/your-native-tongue-holds-special-place-your-brain-even-if-you-speak-10-languages?cookieSet=1
[4] https://twitter.com/ahenk75/status/1622639921486757890/photo/1
[4] https://www.science.org/content/article/scientists-quit-journal-board-protesting-grossly-irresponsible-study-claiming-covid-19?cookieSet=1
[4] https://twitter.com/frozen_glacier/status/1622489753211015168/photo/1
[4] https://twitter.com/frozen_glacier/status/1620669338880729088/photo/1
[4] https://twitter.com/frozen_glacier/status/1621384739381989376/photo/1
[4] https://twitter.com/jeremt573/status/1623173037863337988/photo/1

Top URLs in Tweet in G4:
[9] https://news.ufl.edu/2023/01/aaas-fellows/
[9] https://www.aaas.org/page/2022-fellows-0
[5] https://twitter.com/aaas/status/1620436768054022146
[3] https://today.ucsd.edu/story/four-uc-san-diego-scientists-elected-aaas-fellows
[3] https://news.ufl.edu/2023/01/aaas-fellows/#.Y9lZa2RmfXU.twitter
[3] https://www.ascb.org/member-news/thirteen-ascb-members-elected-2022-aaas-fellows/
[2] https://twitter.com/FloridaInvents/status/1620523006585114624/photo/1
[2] https://biology.indiana.edu/news-events/news/2023/aaas-fellows.html
[2] https://twitter.com/ASCBiology/status/1620811764945272832/photo/1
[2] https://nhmlac.org/press/natural-history-museums-los-angeles-county-president-and-director-dr-lori-bettison-varga

Top URLs in Tweet in G5:
[3] https://www.science.org/content/blog-post/myth-academic-indoctrination?cookieSet=1
[2] http://whatweknow.aaas.org/
[2] https://royalsociety.org/topics-policy/projects/climate-change-evidence-causes/
[2] https://climate.nasa.gov/
[2] https://twitter.com/Willard1951/status/1623436825506492417/photo/1
[1] https://skepticalscience.com/OISM-Petition-Project.htm
[1] https://apnews.com/article/aec8beea85d7fe76fc9cc77b8392d79e
[1] https://nca2018.globalchange.gov/
[1] https://www.ipcc.ch/report/ar6/wg1/
[1] https://www.ipcc.ch/report/ar6/wg2/

Top URLs in Tweet in G6:
[7] https://hub.jhu.edu/2023/01/31/ten-from-johns-hopkins-named-aaas-fellows/
[5] https://www.aaas.org/page/2022-fellows-0
[3] https://twitter.com/aaas/status/1620436768054022146
[3] https://www.aaas.org/page/2022-fellows-0?adobe_mc=MCMID%3D55004500859611107940619684327775660117%7CMCORGID%3D242B6472541199F70A4C98A6%2540AdobeOrg%7CTS%3D1675180905
[2] https://newscenter.sdsu.edu/sdsu_newscenter/news_story.aspx?sid=79067
[2] https://twitter.com/MetcalfURI/status/1620482887412850714
[2] https://twitter.com/CienciaPR/status/1620467496355504137
[2] https://www.nasw.org/article/nasw-science-writers-annual-journalism-internship-fair-and-mentoring-opportunities-student-early-career-members
[2] https://twitter.com/ASMicrobiology/status/1620859575032217628/photo/1
[1] https://twitter.com/SDSUsciences/status/1620533506781892608/photo/1

Top URLs in Tweet in G7:
[4] https://twitter.com/DRRUHELCHISTYF5/status/1621015994138517504/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1621380149064396800/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1621045945118134272/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1622471707612303360/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1622826061687042050/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1622819715830743046/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1622487371563339776/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1622820403046490112/photo/1
[4] https://twitter.com/DRRUHELCHISTYF5/status/1621383852089556998/photo/1
[4] https://twitter.com/dr_past/status/1622024612539424768/photo/1

Top URLs in Tweet in G8:
[9] https://twitter.com/jmyeonstore/status/1622836836250030080/photo/1
[4] http://wa.me/6285741369423
[3] http://Wa.me/6285814534306
[3] https://twitter.com/lapiisan/status/1621683241030918145/photo/1
[3] https://wa.me/62895393937349
[2] https://twitter.com/messages/compose?recipient_id=892735732565000192
[2] https://twitter.com/saturnuirs/status/1623127744585551872/photo/1
[2] https://wa.me/6287785488795
[2] https://wa.me/+6281233822174
[2] https://wa.me/6283830361475

Top URLs in Tweet in G9:
[4] https://news.emory.edu/stories/2023/01/hs_aaas_fellows_30-01-20232/story.html
[3] https://news.emory.edu/stories/2023/01/hs_aaas_fellows_30-01-20232/story.html?utm_source=Emory_Report&utm_medium=email&utm_campaign=Emory_Report_EB_013123
[2] https://twitter.com/EmoryHealthLibr/status/1620526957321678848/photo/1
[2] https://twitter.com/EmoryHealthLibr/status/1620526957321678848
[1] https://hub.jhu.edu/2023/01/31/ten-from-johns-hopkins-named-aaas-fellows/
[1] https://twitter.com/WinshipAtEmory/status/1621177886622334977/photo/1
[1] https://twitter.com/WinshipAtEmory/status/1620800396737318913/photo/1
[1] https://twitter.com/UMichSurgery/status/1620438039813292032/photo/1
[1] https://twitter.com/UMichSurgery/status/1620438028627087360/photo/1
[1] http://bit.ly/3jgaqOE

Top URLs in Tweet in G10:
[9] https://news.usc.edu/205011/4-usc-researchers-named-aaas-fellows/
[2] https://dornsife.usc.edu/news/stories/3808/remo-rohs-aaas/
[1] https://www.aaas.org/news/elected-fellows-announcement-2022?adobe_mc=MCMID%3D39568498735740742813026835986120137137|MCORGID%3D242B6472541199F70A4C98A6%2540AdobeOrg|TS%3D1675190143
[1] https://twitter.com/atulbutte/status/1620492073798443042/photo/1
[1] https://twitter.com/USCDornsife/status/1620611092677533697
[1] https://twitter.com/USCDornsife/status/1620611092677533697/photo/1
[1] https://twitter.com/USCDornsife/status/1621901525327962113/photo/1
[1] https://twitter.com/USCOnline/status/1621200075161485312/photo/1
[1] https://www.ucsf.edu/news/2023/01/424671/researchers-receive-high-honors-outstanding-science-contributions?utm_source=ucsf&utm_medium=tw&utm_campaign=AAAS2022
[1] https://unity.com/solutions/3d-visualization-explained

Top Domains
Top Domains in Tweet in Entire Graph:
[1289] twitter.com
[221] science.org
[167] aaas.org
[39] wa.me
[24] ufl.edu
[16] cornell.edu
[15] yale.edu
[14] jhu.edu
[14] upenn.edu
[14] purdue.edu

Top Domains in Tweet in G1:
[168] twitter.com
[39] aaas.org
[11] upenn.edu
[9] ornl.gov
[8] viglink.com
[6] yale.edu
[6] umich.edu
[6] cmu.edu
[5] illinois.edu
[5] pnnl.gov

Top Domains in Tweet in G2:
[126] twitter.com
[33] aaas.org
[9] confex.com
[8] twas.org
[7] science.org
[5] zoom.us
[3] lbl.gov
[3] ac.in
[3] aaaspolicyfellowships.org
[3] bit.ly

Top Domains in Tweet in G3:
[92] science.org
[80] twitter.com
[10] aaas.org
[9] google.com
[6] bioengineer.org
[6] feedblitz.com
[3] yale.edu
[3] uky.edu
[3] tweetedtimes.com
[3] eurekalert.org

Top Domains in Tweet in G4:
[52] twitter.com
[23] ufl.edu
[11] aaas.org
[4] ucdavis.edu
[3] ucsd.edu
[3] ascb.org
[2] ac.uk
[2] indiana.edu
[2] nhmlac.org
[2] thefire.org

Top Domains in Tweet in G5:
[18] twitter.com
[5] science.org
[3] aaas.org
[2] royalsociety.org
[2] nasa.gov
[2] ipcc.ch
[2] sealevel.info
[1] skepticalscience.com
[1] apnews.com
[1] globalchange.gov

Top Domains in Tweet in G6:
[29] twitter.com
[14] aaas.org
[8] jhu.edu
[3] nasw.org
[2] sdsu.edu
[2] oceannetworks.ca
[2] uri.edu
[1] radian6.com
[1] cancer.gov
[1] nd.edu

Top Domains in Tweet in G7:
[71] twitter.com
[3] bit.ly
[2] smartsheet.com
[1] aaas.org
[1] bu.edu
[1] agu.org
[1] cornell.edu
[1] ow.ly
[1] acs.org

Top Domains in Tweet in G8:
[76] twitter.com
[39] wa.me
[8] tiny.cc
[4] whatsapp.com
[1] lily.co
[1] wizard.id
[1] google.com
[1] t.me
[1] rip.to
[1] instagram.com

Top Domains in Tweet in G9:
[17] twitter.com
[7] emory.edu
[1] jhu.edu
[1] bit.ly
[1] science.org
[1] aaas.org
[1] mit.edu

Top Domains in Tweet in G10:
[12] usc.edu
[7] twitter.com
[2] aaas.org
[1] ucsf.edu
[1] unity.com
[1] constantcontact.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[206] aaasfellow
[61] sılatürkoğlu
[61] doğfat
[60] aaas
[60] sciencediplomacy
[58] aaasmtg
[51] sciencetwitter
[44] science
[39] rt
[38] blackexcellence



Top Hashtags in Tweet in G1:
[56] aaasfellow
[9] science
[9] aaas
[8] rogelcancer
[6] aaasmtg
[6] illinois
[5] scicomm
[5] nuchem
[5] udel
[4] ai

Top Hashtags in Tweet in G2:
[58] sciencediplomacy
[48] aaasmtg
[47] sciencetwitter
[39] rt
[36] blackexcellence
[22] scidip
[22] aaasfellow
[21] science
[20] scipol
[11] scicomm

Top Hashtags in Tweet in G3:
[8] aaas
[6] biotech
[4] sandiego
[3] fgplaysddr
[2] twitter
[2] designeredge
[2] 科学の方法
[1] worldheritage
[1] betsykomives
[1] nsfresearcher

Top Hashtags in Tweet in G4:
[43] aaasfellow
[6] ufifas
[4] ufwertheim
[4] ucdavis
[3] ucsandiego
[3] neothropicalornithology
[3] aaas
[3] trbvolunteer
[3] nhmlac
[2] ufcise

Top Hashtags in Tweet in G5:
[3] climatebrawl
[2] pbkmembers
[2] aaasfellow
[1] vaccineswork

Top Hashtags in Tweet in G6:
[20] aaasfellow
[7] urigso
[5] cienciaboricua
[3] sciwristudent
[3] aaasmtg
[2] cancer
[2] mrajournal
[2] jmbe
[1] knowtheocean
[1] aaas

Top Hashtags in Tweet in G7:
[8] scipol
[6] makingourcase
[5] science
[4] grad
[4] undergrad
[3] chemtwitter
[3] engineering
[2] network
[2] chemistry
[1] policymaking

Top Hashtags in Tweet in G8:
[7] zonauang
[3] zonaba
[3] zonajajan
[1] zonauang️
[1] jualnetflix
[1] jualspotify
[1] zonabu

Top Hashtags in Tweet in G9:
[4] aaasfellow
[4] endcancer
[1] legend
[1] congrats
[1] oncsurgery
[1] merck
[1] covid19
[1] welldeserved
[1] ctsaprogram

Top Hashtags in Tweet in G10:
[3] uscdornsife
[2] trojans
[1] aaasfellow
[1] aaas
[1] stemleadership
[1] fighton

Top Words
Top Words in Tweet in Entire Graph:
[3994] aaas
[1184] congratulations
[842] fellow
[817] science
[673] fellows
[645] elected
[552] 2022
[464] named
[442] american
[386] being

Top Words in Tweet in G1:
[894] aaas
[360] congratulations
[203] fellows
[197] fellow
[173] 2022
[170] elected
[125] bostoncollege
[123] named
[112] science
[109] congrats

Top Words in Tweet in G2:
[279] aaas
[109] course
[99] science
[98] twasnews
[80] apply
[78] month
[71] dc
[70] annual
[68] march
[62] aaas_stpf

Top Words in Tweet in G3:
[466] aaas
[134] science
[110] 00
[45] fellow
[44] fellows
[43] 2022
[41] named
[38] black
[37] usual
[37] room

Top Words in Tweet in G4:
[317] aaas
[125] uf
[119] congratulations
[96] fellows
[95] faculty
[82] elected
[77] brunalab
[73] ucdavis
[63] thesainsburylab
[57] 19

Top Words in Tweet in G5:
[149] aaas
[126] sciencemagazine
[82] tonyclimate
[69] scientific
[66] eugenics
[61] core
[61] nazis
[61] endorsed
[61] belief
[60] klux

Top Words in Tweet in G6:
[192] aaas
[92] congratulations
[52] moefeliu
[47] fellow
[40] tmhohl71
[39] torresvj_lab
[38] czernereid
[36] named
[33] sunshinemenezes
[32] 2022

Top Words in Tweet in G7:
[24] potus
[17] aaas
[16] nobelprize
[16] usdoj_intl
[14] amerchemsociety
[13] aaas_gr
[13] students
[12] oic_oci
[12] melissafleming
[12] officialdgispr

Top Words in Tweet in G8:
[130] bulan
[111] its__aaas
[59] hari
[37] dm
[30] sharing
[26] aku
[26] private
[26] wa
[24] kak
[23] ada

Top Words in Tweet in G9:
[73] aaas
[44] congratulations
[27] being
[25] fellow
[22] taniguchimd
[22] pasca_lab
[21] acorbe2
[19] umichsurgery
[18] named
[18] phd

Top Words in Tweet in G10:
[84] aaas
[42] remorohs
[41] usc
[35] uscdornsife
[30] congratulations
[29] uscviterbi
[25] qcb_usc
[23] atulbutte
[21] ucsf
[20] fellow

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[418] aaas,fellow
[361] science,aaas
[351] aaas,fellows
[341] american,association
[270] association,advancement
[267] advancement,science
[250] 2022,aaas
[165] elected,aaas
[160] well,deserved
[155] aaas,congratulations

Top Word Pairs in Tweet in G1:
[123] aaas,fellows
[102] aaas,fellow
[97] aaas,bostoncollege
[82] 2022,aaas
[77] american,association
[69] advancement,science
[65] association,advancement
[63] elected,aaas
[63] julietschor,aaas
[61] aaas,congratulations

Top Word Pairs in Tweet in G2:
[49] dc,march
[46] shows,aaas's
[46] hey,#sciencetwitter
[46] going,taping
[46] taping,live
[46] aaasmeeting,dc
[46] #sciencetwitter,going
[46] aaas's,aaasmeeting
[46] live,shows
[45] nprshortwave,hey

Top Word Pairs in Tweet in G3:
[107] science,aaas
[37] lank7,black
[37] walking,room
[37] room,00
[37] aaas,usual
[37] black,cat
[37] usual,lank7
[37] came,walking
[37] cat,came
[31] aaas,fellows

Top Word Pairs in Tweet in G4:
[66] aaas,fellows
[47] uf,aaas
[46] nsf,ucdavis
[46] ucdavis,nasemfordfellow
[46] ucsandiego,hhminews
[46] hhminews,nsf
[45] aaas,ucsandiego
[42] uf,faculty
[41] 19,uf
[37] honored,aaas

Top Word Pairs in Tweet in G5:
[120] aaas,sciencemagazine
[61] core,belief
[60] eugenics,core
[60] endorsed,eugenics
[60] nazis,scientific
[60] klan,nazis
[60] sciencemagazine,endorsed
[60] klux,klan
[60] ku,klux
[60] 1921,aaas

Top Word Pairs in Tweet in G6:
[32] aaas,moefeliu
[27] aaas,torresvj_lab
[25] aaas,fellow
[23] heatherleslie,universityofri
[23] katemoran,czernereid
[22] moefeliu,katemoran
[22] czernereid,heatherleslie
[21] well,deserved
[20] sunshinemenezes,aaas
[19] being,named

Top Word Pairs in Tweet in G7:
[9] case,workshop
[8] aaas_gr,2023
[7] usa,president
[7] president,potus
[7] attend,aaas_gr
[6] catalyzing,advocacy
[6] attached4jpeg,myruhelchisty
[6] potus,joebiden
[6] 26,29
[6] flotus,melissafleming

Top Word Pairs in Tweet in G8:
[21] private,bulan
[17] hari,3k
[17] 3k,hari
[14] fast,respon
[12] anti,limit
[11] app,prem
[11] intip,pl
[10] 15k,bulan
[10] 12k,bulan
[10] fee,target

Top Word Pairs in Tweet in G9:
[17] elected,fellow
[14] congratulations,pasca_lab
[14] fellow,aaas
[13] huge,congratulations
[13] pasca_lab,being
[13] being,elected
[13] aaas,recognized
[13] recognized,distinguished
[11] distinguished,contribut
[11] md,dphil

Top Word Pairs in Tweet in G10:
[27] remorohs,aaas
[25] usc,uscdornsife
[25] uscdornsife,uscviterbi
[24] aaas,qcb_usc
[24] qcb_usc,usc
[17] aaas,fellow
[14] atulbutte,aaas
[13] uscviterbi,congrats
[12] well,deserved
[11] elected,aaas

Top Replied-To
Top Replied-To in Entire Graph:
@its__aaas
@julietschor
@mikecrapo
@brunalab
@scheltergroup
@tcddublin
@senatorrisch
@alexvespi
@sheerpriya
@remorohs

Top Replied-To in G1:
@julietschor
@scheltergroup
@alexvespi
@sheerpriya
@thirukanneganti
@jmuiuc
@pennchemistry
@osuagsci
@aaas
@sexinnature

Top Replied-To in G2:
@lmilbeth
@energy
@nprshortwave
@aaas
@tashianaosborne
@iiscbangalore
@aaas_stpf
@eagletonscience
@arorankita
@rmisla

Top Replied-To in G3:
@kam0x

Top Replied-To in G4:
@brunalab
@wenboeffector
@thesainsburylab
@botanybert
@uf_ifasresearch
@uflche
@aaas
@danforthcenter
@uf_abe
@ucdavisplants

Top Replied-To in G5:
@emaxwell56
@tonyclimate
@willard1951
@jonatha16295784
@kookaplunkakel1
@cmcateer3
@what_doubelieve
@twtthisisnow
@borenbears
@ncdave4life

Top Replied-To in G6:
@sunshinemenezes
@tmhohl71
@torresvj_lab
@pattychampionnd
@ucsc_scicom
@2030stem
@urigso
@madamscientist
@cienciapr
@atulbutte

Top Replied-To in G7:
@potus
@uklabour
@cfr_org
@unreliefchief
@amerchemsociety
@guertin
@usdoj_intl
@irishmissionun
@secdef
@faulkes_jake

Top Replied-To in G8:
@its__aaas
@jaenoren_
@woodstable
@hcdhswsy
@biwqwin
@sbtcon

Top Replied-To in G9:
@taniguchimd
@umichsurgery
@emorycollege
@drariav
@pitarresilab
@pasca_lab

Top Replied-To in G10:
@remorohs
@atulbutte
@uscdornsife
@drwattatusc
@calonghurst
@jmuiuc
@mahonylab
@uscpphs
@aaas
@ucsf

Top Mentioned
Top Mentioned in Entire Graph:
@aaas
@sciencemagazine
@bostoncollege
@uf
@twasnews
@john_c_wagner
@annalsofim
@dfisman
@inl
@ucdavis

Top Mentioned in G1:
@aaas
@bostoncollege
@penn
@chem_diva
@julietschor
@stjuderesearch
@osuagsci
@alexvespi
@umich
@pennchemistry

Top Mentioned in G2:
@aaas
@twasnews
@aaas_stpf
@scidip
@nprshortwave
@gildabarabino
@blackinbme
@ragh_gadagkar
@berkeleylab

Top Mentioned in G3:
@bioengineerorg
@ceismc
@emilymbender

Top Mentioned in G4:
@aaas
@uf
@ucdavis
@thesainsburylab
@nsf
@ucsandiego
@nasemfordfellow
@hhminews
@brunalab
@wenboeffector

Top Mentioned in G5:
@aaas
@sciencemagazine
@tonyclimate
@thedisproof
@blasphemousban1
@ammocrypta
@data79504085
@hji45519156
@climatehope2
@priscian

Top Mentioned in G6:
@aaas
@moefeliu
@czernereid
@torresvj_lab
@universityofri
@katemoran
@heatherleslie
@pattychampionnd
@chicascientific
@tmhohl71

Top Mentioned in G7:
@potus
@usdoj_intl
@nobelprize
@aaas
@amerchemsociety
@aaas_gr
@melissafleming
@oic_oci
@officialdgispr
@rbalsaud

Top Mentioned in G8:
@jmyeonstore
@wajors
@pirststore
@puduadudu
@berryflop
@kenokiddo
@revydelrey
@causght
@itslilly9_

Top Mentioned in G9:
@aaas
@pasca_lab
@acorbe2
@umichsurgery
@taniguchimd
@reshmajagsi
@jdimick1
@mdandersonnews
@gregfenves
@jhrheumatology

Top Mentioned in G10:
@aaas
@usc
@uscdornsife
@uscviterbi
@qcb_usc
@remorohs
@deanmeltzer
@drwattatusc
@keckschool_usc
@ucsf

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@711sej
@chidambara09
@berkleybearnews
@rk70534
@alrajhibankcare
@sahelhkj
@lizditz
@httweets
@vonrosenchild

Top Tweeters in G1:
@sahelhkj
@adekleine
@emocionycambio
@nerdyflow
@rocket_rosie
@msep0003
@moisturevapor8r
@monitor_ph
@marioricciard18
@drferdowsi

Top Tweeters in G2:
@vonrosenchild
@tyberzannxxxx
@hubbucket
@capetalk
@radio702
@madhavanpallan
@drcaberry
@cicciopuz
@terrygiveaway
@mishalawless

Top Tweeters in G3:
@jimmyroybloom
@f_k_t_
@newindianxpress
@rhcm123
@donotgiveuphope
@kam0x
@pfanderson
@einpresswirepr
@rvaidya2000
@kura_yuuchann

Top Tweeters in G4:
@v2aggie2
@ayirpelle
@theeconomist
@scieducation1
@needhibhalla
@nyawiranjoroge
@jacquelyngill
@surt_lab
@peiferlabunc
@jmcin9

Top Tweeters in G5:
@stevekloscak
@hln_be
@shollemans
@oscarswild1
@ipoolgian
@hernangraffe
@robmeekel
@veritatem2021
@dawntj90
@climatedepot

Top Tweeters in G6:
@redblackpride
@in_ankitsingla
@kentwillismd
@moefeliu
@mattsmithfox13
@emsaurios
@johnshopkins
@sdsu
@cienciapr
@calstate

Top Tweeters in G7:
@nytimes
@ptiofficial
@un
@csis
@who
@cfr_org
@esa
@adb_hq
@eu_commission
@eu_echo

Top Tweeters in G8:
@sbtcon
@canvalette
@gatqel
@sheibuya
@bazzgy
@matchaane
@kiayomii
@kvoichi
@skywpe
@chenlethought

Top Tweeters in G9:
@crae47
@sondrawomen
@abledoc
@mdandersonnews
@aiims1742
@lois263
@jdimick1
@emorycollege
@winshipatemory
@jhu_coah

Top Tweeters in G10:
@tylondonn
@micinski5
@johnmashey
@rklau
@atulbutte
@usc
@profparker
@anshulkundaje
@ucsf
@uscdornsife


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