sciam, Twitter, 10/25/2020 4:59:42 PM, 238756


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sciam_2020-10-25_09-30-01.xlsx
sciam_2020-10-25_09-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2020
Short Description:
sciam via NodeXL https://bit.ly/3kwyiZG
@sciam
@laurahelmuth
@erictopol
@monsarkhe
@fblascoxyz
@dakhanabarr1
@vaccinewatch
@melissadderosa
@fibroidsupport
@tanyalewis314

Top hashtags:
#covid19
#transgender
#covid
#scotus
#obamacare
#amycomeybarrett
#psilocybin

Description:
Description
The graph represents a network of 6,709 Twitter users whose tweets in the requested range contained "sciam", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 16:35 UTC.

The requested start date was Sunday, 25 October 2020 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 5-day, 4-hour, 31-minute period from Monday, 19 October 2020 at 19:29 UTC to Sunday, 25 October 2020 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 : 6709
Unique Edges : 6992
Edges With Duplicates : 13193
Total Edges : 20185
Number of Edge Types : 5
Tweet : 439
Replies to : 2062
Mentions : 5953
MentionsInRetweet : 7592
Retweet : 4139
Self-Loops : 478
Reciprocated Vertex Pair Ratio : 0.0214211076280042
Reciprocated Edge Ratio : 0.0419437340153453
Connected Components : 298
Single-Vertex Connected Components : 229
Maximum Vertices in a Connected Component : 6286
Maximum Edges in a Connected Component : 19718
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.755709
Graph Density : 0.000260643660519565
Modularity : 0.429594
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,709 Twitter users whose tweets in the requested range contained "sciam", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 16:35 UTC.

The requested start date was Sunday, 25 October 2020 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 5-day, 4-hour, 31-minute period from Monday, 19 October 2020 at 19:29 UTC to Sunday, 25 October 2020 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 : sciam
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:
[240] https://www.scientificamerican.com/article/quantum-time-twist-offers-a-way-to-create-schroedingers-clock/
[117] https://www.scientificamerican.com/article/flu-season-never-came-to-the-southern-hemisphere1/
[116] https://www.scientificamerican.com/article/debunking-the-false-claim-that-covid-death-counts-are-inflated/
[92] https://www.scientificamerican.com/article/what-we-know-so-far-about-how-covid-affects-the-nervous-system/
[89] https://www.scientificamerican.com/article/upcoming-supreme-court-ruling-could-jeopardize-health-insurance-for-people-with-covid/
[84] https://www.scientificamerican.com/article/covid-19-is-now-the-third-leading-cause-of-death-in-the-u-s1/
[78] https://www.scientificamerican.com/article/rogue-rocky-planet-found-adrift-in-the-milky-way/
[75] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fracism-and-sexism-in-science-havent-disappeared%2F
[74] https://www.scientificamerican.com/article/neuroscience-and-psychology-suggest-no-surprise-victory-for-trump-this-time/
[55] https://www.scientificamerican.com/article/this-beetles-stab-proof-exoskeleton-makes-it-almost-indestructible/

Top URLs in Tweet in G1:
[222] https://www.scientificamerican.com/article/quantum-time-twist-offers-a-way-to-create-schroedingers-clock/
[99] https://www.scientificamerican.com/article/debunking-the-false-claim-that-covid-death-counts-are-inflated/
[80] https://www.scientificamerican.com/article/what-we-know-so-far-about-how-covid-affects-the-nervous-system/
[74] https://www.scientificamerican.com/article/upcoming-supreme-court-ruling-could-jeopardize-health-insurance-for-people-with-covid/
[70] https://www.scientificamerican.com/article/neuroscience-and-psychology-suggest-no-surprise-victory-for-trump-this-time/
[50] https://www.scientificamerican.com/article/rogue-rocky-planet-found-adrift-in-the-milky-way/
[49] https://www.scientificamerican.com/article/eight-persistent-covid-19-myths-and-why-people-believe-them/?amp;text=Eight
[46] https://www.scientificamerican.com/article/this-beetles-stab-proof-exoskeleton-makes-it-almost-indestructible/
[31] https://www.scientificamerican.com/article/moving-in-sync-creates-surprising-social-bonds-among-people/
[27] https://www.scientificamerican.com/article/do-we-live-in-a-simulation-chances-are-about-50-50/

Top URLs in Tweet in G2:
[19] https://www.scientificamerican.com/article/presidential-debates-have-shockingly-little-effect-on-election-outcomes/
[9] https://www.scientificamerican.com/article/upcoming-supreme-court-ruling-could-jeopardize-health-insurance-for-people-with-covid/
[9] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fold-seaweed-reveals-secret-of-monterey-sardine-history%2F
[8] https://www.scientificamerican.com/article/debunking-the-false-claim-that-covid-death-counts-are-inflated/
[8] https://www.scientificamerican.com/article/quantum-time-twist-offers-a-way-to-create-schroedingers-clock/
[7] https://www.scientificamerican.com/article/social-media-restrictions-cannot-keep-up-with-hidden-codes-and-symbols/
[7] https://www.scientificamerican.com/article/what-we-know-so-far-about-how-covid-affects-the-nervous-system/
[6] https://www.scientificamerican.com/article/this-beetles-stab-proof-exoskeleton-makes-it-almost-indestructible/
[6] https://www.scientificamerican.com/video/apple-sized-stars-a-potato-shaped-earth-and-the-force-that-creates-our-reality/
[6] https://www.scientificamerican.com/article/americas-last-line-of-defense-for-a-safe-vaccine/

Top URLs in Tweet in G3:
[114] https://www.scientificamerican.com/article/flu-season-never-came-to-the-southern-hemisphere1/
[26] https://www.scientificamerican.com/article/why-so-many-americans-are-skeptical-of-a-coronavirus-vaccine/
[25] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41591-020-1124-9
[2] https://www.scientificamerican.com/article/debunking-the-false-claim-that-covid-death-counts-are-inflated/
[2] https://www.scientificamerican.com/article/upcoming-supreme-court-ruling-could-jeopardize-health-insurance-for-people-with-covid/
[2] https://www.scientificamerican.com/article/what-we-know-so-far-about-how-covid-affects-the-nervous-system/
[2] https://www.scientificamerican.com/article/social-media-restrictions-cannot-keep-up-with-hidden-codes-and-symbols/
[1] https://twitter.com/i/web/status/1320148384460771329
[1] https://twitter.com/i/web/status/1320147803528744961
[1] https://twitter.com/i/web/status/1320146536752320512

Top URLs in Tweet in G4:
[9] https://twitter.com/sciam/status/1305854127721910275?s=20
[2] https://www.purdue.edu/newsroom/releases/2019/Q2/rapid-cross-resistance-bringing-cockroaches-closer-to-invincibility.html?utm_campaign=fullarticle&utm_medium=referral&utm_source=inshorts
[1] https://twitter.com/i/web/status/1320129943888510976
[1] https://twitter.com/i/web/status/1320133350447788032
[1] https://twitter.com/i/web/status/1319810124018401280
[1] https://twitter.com/joancbaez/status/1318279781352239104
[1] https://twitter.com/AC360/status/1318363742732771329
[1] https://twitter.com/NYTScience/status/1318363697232945153
[1] https://twitter.com/guardianeco/status/1318420943664943104
[1] https://twitter.com/funder/status/1318580545878720514

Top URLs in Tweet in G5:
[28] https://twitter.com/sciam/status/1319704168781721605
[16] https://twitter.com/sciam/status/1318578491672186880
[16] https://twitter.com/sciam/status/1319397246761402375
[14] https://twitter.com/sciam/status/1319711436973768705
[10] https://twitter.com/sciam/status/1318955922568499200
[10] https://twitter.com/sciam/status/1319684579112910851
[9] https://twitter.com/sciam/status/1319352497748803586
[9] https://twitter.com/sciam/status/1319507217582837760
[8] https://twitter.com/sciam/status/1319334933731606528
[7] https://twitter.com/sciam/status/1318569797546815488

Top URLs in Tweet in G6:
[73] https://www.scientificamerican.com/article/covid-19-is-now-the-third-leading-cause-of-death-in-the-u-s1/
[2] https://www.scientificamerican.com/article/eight-persistent-covid-19-myths-and-why-people-believe-them/?amp;text=Eight
[1] https://twitter.com/realDonaldTrump/status/1320016181734993920
[1] https://twitter.com/gmh_upsa/status/1316076612576829440?s=20
[1] https://twitter.com/gmh_upsa/status/1317547561964679178?s=20
[1] https://twitter.com/sciam/status/1319684579112910851
[1] http://falacoutinho.blogspot.com/2020/10/momento-em-foco-brasil-profundo-por.html
[1] http://falacoutinho.blogspot.com/2020/10/analise-politica-o-presidente-atual-e.html
[1] http://falacoutinho.blogspot.com/2020/10/momento-em-fato-cabo-cueca-e-capitao.html
[1] http://falacoutinho.blogspot.com/2020/10/momento-famosidade-bastidores-dos_18.html

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1319193352278081541
[1] https://twitter.com/i/web/status/1319188610294386690
[1] https://twitter.com/i/web/status/1319189887359352832
[1] https://twitter.com/i/web/status/1319190862853791744
[1] https://twitter.com/i/web/status/1319220034942701573
[1] https://twitter.com/i/web/status/1319350961102606336

Top URLs in Tweet in G8:
[2] https://twitter.com/DianaMKwon/status/1319210146380341254
[2] https://twitter.com/dianamkwon/status/1319210146380341254
[2] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fdecoding-a-disorder-at-the-interface-of-mind-and-brain%2F
[2] https://www.scientificamerican.com/article/what-we-know-so-far-about-how-covid-affects-the-nervous-system/
[1] https://twitter.com/i/web/status/1320151509770883073
[1] https://twitter.com/i/web/status/1319830680621273090
[1] https://twitter.com/i/web/status/1319831008687104006
[1] https://twitter.com/i/web/status/1320072291510870016
[1] https://twitter.com/i/web/status/1320073063610916864
[1] https://twitter.com/i/web/status/1320143356396273664

Top URLs in Tweet in G9:
[7] https://www.scientificamerican.com/article/can-a-moon-base-be-safe-for-astronauts/
[3] https://www.scientificamerican.com/article/nasas-osiris-rex-seeks-to-grab-a-piece-of-asteroid-bennu/
[2] https://web.media.mit.edu/~minsky/papers/sciam.inherit.html
[1] https://universo-realidadeextrema.blogspot.com/2018/09/lua-indicios-de-construcoes-e-complexos_20.html
[1] https://twitter.com/i/web/status/1319071270517035013
[1] https://twitter.com/KeillerDon/status/1319391243026182144
[1] https://twitter.com/i/web/status/1319431011768336390
[1] https://twitter.com/sciam/status/1319299976309080064
[1] https://twitter.com/i/web/status/1318275035757424642
[1] https://twitter.com/sciam/status/1318955922568499200

Top URLs in Tweet in G10:
[2] https://twitter.com/MMACA_cat/status/1318222494936039424?s=19
[1] https://www.scientificamerican.com/article/quantum-time-twist-offers-a-way-to-create-schroedingers-clock/
[1] https://aprenderapensar.net/wp-content/uploads/2017/05/159191.pdf
[1] https://twitter.com/i/web/status/1319009204070481925
[1] https://www.nber.org/papers/w26572
[1] https://twitter.com/sciam/status/1318578491672186880
[1] https://twitter.com/i/web/status/1319007744708481025

Top Domains
Top Domains in Tweet in Entire Graph:
[2108] scientificamerican.com
[1102] twitter.com
[25] nature.com
[14] com.br
[8] youtube.com
[7] blogspot.com
[7] cdc.gov
[6] gofundme.com
[6] nytimes.com
[6] zeitgeistfilms.com

Top Domains in Tweet in G1:
[1391] scientificamerican.com
[340] twitter.com
[6] gofundme.com
[6] zeitgeistfilms.com
[6] geneticliteracyproject.org
[4] youtube.com
[3] nypost.com
[3] metapress.com
[2] youtu.be
[2] nsenergybusiness.com

Top Domains in Tweet in G2:
[164] scientificamerican.com
[79] twitter.com
[4] nytimes.com
[2] gnews.org
[2] theopennotebook.com
[1] tdcommons.org
[1] politico.com
[1] cnn.com

Top Domains in Tweet in G3:
[157] scientificamerican.com
[45] twitter.com
[25] nature.com
[1] ft.com
[1] cdc.gov
[1] youtube.com
[1] newyorker.com
[1] sgtreport.com
[1] threadreaderapp.com
[1] medium.com

Top Domains in Tweet in G4:
[58] twitter.com
[7] scientificamerican.com
[2] purdue.edu
[1] nyas.org
[1] wsj.com
[1] blogspot.com
[1] zenodo.org
[1] linkedin.com
[1] nasa.gov

Top Domains in Tweet in G5:
[219] twitter.com
[19] scientificamerican.com
[2] com.br
[2] google.com
[1] sciam.international
[1] cern.ch
[1] procon.org

Top Domains in Tweet in G6:
[78] scientificamerican.com
[14] twitter.com
[4] blogspot.com
[1] msnbc.com
[1] youtube.com

Top Domains in Tweet in G7:
[6] twitter.com

Top Domains in Tweet in G8:
[78] twitter.com
[4] scientificamerican.com
[2] parliament.scot
[1] mayoclinic.org
[1] mechanicalbasis.org
[1] co.uk
[1] bmj.com
[1] relief.news
[1] wikipedia.org
[1] google.com

Top Domains in Tweet in G9:
[10] scientificamerican.com
[9] twitter.com
[3] mit.edu
[1] blogspot.com
[1] google.com
[1] tumblr.com

Top Domains in Tweet in G10:
[5] twitter.com
[1] scientificamerican.com
[1] aprenderapensar.net
[1] nber.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[551] covid19
[115] transgender
[66] covid
[41] scotus
[41] obamacare
[41] amycomeybarrett
[33] psilocybin
[31] alzheimer
[31] ai
[25] sarscov



Top Hashtags in Tweet in G1:
[113] transgender
[33] psilocybin
[26] covid19
[10] infrasounds
[9] coronavirus
[8] alzheimer
[8] meded
[8] publichealth
[6] c2awards
[6] ai

Top Hashtags in Tweet in G2:
[37] scotus
[37] obamacare
[37] amycomeybarrett
[15] covid
[14] big
[14] lie
[14] death
[12] covid19
[5] sciam
[3] trust

Top Hashtags in Tweet in G3:
[488] covid19
[25] sarscov
[2] scotus
[2] obamacare
[2] amycomeybarrett
[1] endpolio
[1] stroke
[1] alzheimer
[1] diabetes
[1] publichealth

Top Hashtags in Tweet in G4:
[8] vote
[6] bidenharris
[6] life
[5] death
[5] joebiden
[3] roygbiv
[2] fact
[2] light
[2] jimmyneutron
[2] usa

Top Hashtags in Tweet in G5:
[3] covid19
[2] cuscistory
[2] votebidenharristosaveamerica
[2] covid_19
[1] racialinequityintech
[1] superconductor
[1] pickletwitter
[1] ecologíahistórica
[1] algas
[1] seaweed

Top Hashtags in Tweet in G6:
[4] irresponsible
[4] wreckless
[4] superspreader
[2] donny
[2] covid19
[1] votescience
[1] tcot
[1] factsnotfeelings
[1] maga
[1] cdnpoli

Top Hashtags in Tweet in G7:
[2] mosesvaaron
[2] 1909voxgod
[2] 18uscode795
[2] warfighter
[1] intrusivethoughts
[1] cognitiveradar
[1] fusioneeg
[1] actuellement
[1] actuel
[1] acute

Top Hashtags in Tweet in G8:
[8] fnd
[5] covid
[3] neurology
[2] ehlersdanlos
[2] craniocervicalinstability
[2] eds
[2] longcovid
[2] covid19
[2] chronicpain
[2] medication

Top Hashtags in Tweet in G9:
[2] qi
[1] aliensonthemoon
[1] disclosure
[1] climatechange
[1] climatebrawl
[1] climatecrisis
[1] umbrellaacademy
[1] darkmatter
[1] nasa
[1] v_vimaani

Top Words
Top Words in Tweet in Entire Graph:
[5046] sciam
[1032] misinformation
[924] covid
[832] laurahelmuth
[771] erictopol
[592] tanyalewis314
[583] issue
[575] myths
[560] go
[551] #covid19

Top Words in Tweet in G1:
[2979] sciam
[409] covid
[323] time
[293] way
[289] people
[231] create
[229] quantum
[226] clock
[223] twist
[223] offers

Top Words in Tweet in G2:
[761] laurahelmuth
[443] sciam
[286] covid
[269] biden
[258] trump
[254] know
[253] joe
[253] deaths
[250] scientists
[240] exactly

Top Words in Tweet in G3:
[975] misinformation
[757] erictopol
[564] tanyalewis314
[492] go
[488] #covid19
[488] myths
[488] away
[485] major
[484] nails
[484] sciam's

Top Words in Tweet in G4:
[196] sciam
[136] nature
[123] nejm
[89] thelancet
[82] sciencemagazine
[69] scientists
[69] vincentrk
[62] looks
[62] heels
[34] joebiden

Top Words in Tweet in G5:
[13] science
[13] covid
[11] time
[10] trump
[9] brain
[9] sciam
[8] debates
[8] great
[8] 19
[7] people

Top Words in Tweet in G6:
[96] melissadderosa
[80] covid
[77] 19
[77] death
[75] leading
[75] cause
[74] third
[68] happen
[59] sciam
[25] realdonaldtrump

Top Words in Tweet in G7:
[18] sciam
[16] laurahelmuth
[14] johngreen
[12] oed
[12] thecrashcourse
[12] hankgreen
[11] uniofoxford
[11] defenseintel
[10] thinkpix_suze
[10] ahdictionary

Top Words in Tweet in G8:
[261] sciam
[239] dianamkwon
[95] fnd
[41] neurological
[38] functional
[32] elizabethlquant
[32] perezmghlab
[31] symptoms
[31] psychiatryadv
[31] neuroadvisor

Top Words in Tweet in G9:
[42] sciam
[21] popsci
[14] natgeo
[13] moon
[12] nasa
[10] longreads
[9] skdh
[9] themadstone
[9] nytimes
[9] coreyspowell

Top Words in Tweet in G10:
[176] docenas
[176] profesores
[176] matemáticas
[97] fblascoxyz
[92] gardner
[89] martin
[89] jóvenes
[89] inocentes
[88] convirtió
[14] sciam

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[499] #covid19,misinformation
[498] go,away
[495] major,#covid19
[495] misinformation,myths
[495] myths,go
[494] away,tanyalewis314
[494] tanyalewis314,nails
[494] nails,sciam's
[493] sciam's,misinformation
[492] misinformation,issue

Top Word Pairs in Tweet in G1:
[223] time,twist
[223] twist,offers
[223] offers,way
[223] way,create
[222] quantum,time
[212] sciam,quantum
[210] create,schrödinger
[210] schrödinger,clock
[114] research,makes
[113] makes,someone

Top Word Pairs in Tweet in G2:
[252] joe,biden
[236] covid,deaths
[235] trump,tried
[235] tried,insult
[235] insult,joe
[235] biden,saying
[235] saying,listen
[235] listen,scientists
[234] scientists,exactly
[234] clear,powerful

Top Word Pairs in Tweet in G3:
[487] go,away
[485] major,#covid19
[485] #covid19,misinformation
[485] misinformation,myths
[485] myths,go
[484] away,tanyalewis314
[484] tanyalewis314,nails
[484] nails,sciam's
[483] sciam's,misinformation
[482] misinformation,issue

Top Word Pairs in Tweet in G4:
[74] sciam,nejm
[72] thelancet,sciencemagazine
[71] nejm,nature
[70] nature,thelancet
[62] looks,scientists
[62] scientists,heels
[62] heels,sciam
[61] vincentrk,looks
[23] nejm,sciam
[21] nature,sciam

Top Word Pairs in Tweet in G5:
[8] covid,19
[6] sciam,mind
[6] mind,brain
[6] brain,brainsights
[6] brainsights,ios
[4] scientific,american
[4] mental,illness
[3] drug,based
[3] based,approach
[3] approach,mental

Top Word Pairs in Tweet in G6:
[77] covid,19
[75] leading,cause
[75] cause,death
[74] 19,third
[74] third,leading
[68] happen,covid
[67] melissadderosa,happen
[26] melissadderosa,sciam
[6] death,sciam
[6] sciam,realdonaldtrump

Top Word Pairs in Tweet in G7:
[13] laurahelmuth,sciam
[10] thinkpix_suze,oed
[10] oed,ahdictionary
[10] ahdictionary,collinsdict
[10] collinsdict,thecrashcourse
[10] thecrashcourse,betsydevosed
[10] betsydevosed,ajitpaifcc
[10] ajitpaifcc,brendancarrfcc
[10] brendancarrfcc,fcc
[10] fcc,usedgov

Top Word Pairs in Tweet in G8:
[192] dianamkwon,sciam
[32] elizabethlquant,dianamkwon
[31] psychiatryadv,neuroadvisor
[30] sciam,psychiatryadv
[30] functional,neurological
[22] excited,share
[21] share,feature
[21] feature,wrote
[21] wrote,november
[21] november,issue

Top Word Pairs in Tweet in G9:
[12] natgeo,sciam
[9] themadstone,nytimes
[8] popsci,themadstone
[8] nytimes,popsci
[8] popsci,natgeo
[8] sciam,rollingstone
[8] rollingstone,wired
[8] wired,longreads
[7] ndengineering's,clive
[7] clive,neal

Top Word Pairs in Tweet in G10:
[176] profesores,matemáticas
[89] martin,gardner
[89] jóvenes,inocentes
[88] gardner,convirtió
[88] convirtió,docenas
[88] docenas,jóvenes
[88] inocentes,profesores
[88] matemáticas,docenas
[88] docenas,profesores
[87] fblascoxyz,martin

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@erictopol
@climatehope2
@jack_turban
@dianamkwon
@emocupcake345
@blahblehp
@freerange_duck
@melissadderosa

Top Replied-To in G1:
@sciam
@jack_turban
@emocupcake345
@blahblehp
@freerange_duck
@221bbakersst
@schulkerobert
@samharr89515361
@maps
@aribindi

Top Replied-To in G2:
@laurahelmuth
@sciam
@stevemirsky
@jfischman
@sundance761
@velshimsnbc
@shwoolf
@theleoji
@sarahzielinski
@realdonaldtrump

Top Replied-To in G3:
@erictopol
@jfischman
@drsangitareddy
@sciam
@moses67762280
@tskould
@tanyalewis314
@shikta_das
@heatherydoune
@akpr0bot

Top Replied-To in G4:
@vincentrk
@drpollyburey
@joebiden
@caarch4
@sciam
@socialimpurity
@wojtek_44
@lkarlan
@usatoday
@krupali

Top Replied-To in G5:
@coastclark

Top Replied-To in G6:
@melissadderosa
@youtube
@whitehouse
@sciam
@realdonaldtrump
@drdavidkatz
@ortizbosch
@p0rtia_
@ogrupenmager

Top Replied-To in G7:
@thinkpix_suze
@laurahelmuth
@sciam
@jumpman23

Top Replied-To in G8:
@dianamkwon
@onlyennui
@ginamcgalliard
@angelpeakanie
@devonoship
@huisarts_vink
@correctrix
@raimeygallant
@agjepagje
@fndportal

Top Replied-To in G9:
@worldandscience
@bbcsciencenews
@skdh
@shahresmaeili
@mmemarian
@natgeo
@gizmodo
@shannonmstirone
@planetdr
@coreyspowell

Top Replied-To in G10:
@fblascoxyz
@cgpr24
@davidmelladottt

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@laurahelmuth
@erictopol
@tanyalewis314
@dianamkwon
@jack_turban
@nature
@nejm
@sc
@naomioreskes

Top Mentioned in G1:
@sciam
@jack_turban
@maps
@paveldatanasov
@saifulchemistry
@ikeafemme
@argonne
@evcarrollmd
@barrelbucket
@jpalmiotti

Top Mentioned in G2:
@laurahelmuth
@sciam
@jfischman
@cragcrest
@rachelnuwer
@stevemirsky
@tanyalewis314
@firstdraftnews
@c
@naturenews

Top Mentioned in G3:
@erictopol
@sciam
@tanyalewis314
@sc
@ft
@zsaidso
@naturemedicine
@kathrynpeek
@cragcrest
@cdcgov

Top Mentioned in G4:
@sciam
@nature
@nejm
@thelancet
@sciencemagazine
@vincentrk
@joebiden
@usatoday
@theatlantic
@piotrkarwowski

Top Mentioned in G5:
@lindakws1
@boerevryheid

Top Mentioned in G6:
@melissadderosa
@sciam
@realdonaldtrump
@potus
@gop
@nejm
@joebiden
@wsj
@travelingus
@laurie_garrett

Top Mentioned in G7:
@sciam
@thecrashcourse
@laurahelmuth
@johngreen
@hankgreen
@oed
@ahdictionary
@collinsdict
@betsydevosed
@ajitpaifcc

Top Mentioned in G8:
@sciam
@dianamkwon
@psychiatryadv
@neuroadvisor
@perezmghlab
@elizabethlquant
@jonstoneneuro
@fndportal
@sutherlandphd
@lunettaporchett

Top Mentioned in G9:
@sciam
@popsci
@natgeo
@nasa
@longreads
@themadstone
@nytimes
@rollingstone
@wired
@skdh

Top Mentioned in G10:
@fblascoxyz
@sciam
@pitiklinov
@sinistre1976
@cgpr24

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@threadreaderapp
@rk70534
@inabster
@serendipitysays
@derekjohnbryant
@fredkiesche
@chuddles11
@kenkircher1
@menabster

Top Tweeters in G1:
@rk70534
@chuddles11
@dgendvil
@wildwillow65
@elknight20
@tomflowers
@breizh2008
@arishmaryshow
@bad_woof
@jrweaver55

Top Tweeters in G2:
@fredkiesche
@kenkircher1
@pollsstar
@willseattle
@rosenchild
@der_bluthund
@jjj5819
@frecklesxx20
@amyayers16
@loyalfan1

Top Tweeters in G3:
@jurylady5
@threadreaderapp
@rnitsch
@redboybroken
@edgeoforever
@paulpaul49
@barbiewithatude
@annie5133
@ygjumi
@cmargaronis

Top Tweeters in G4:
@inabster
@serendipitysays
@menabster
@reuters
@tinamorphis
@journeyproducti
@dcexaminer
@petchary
@nytimes
@passarelliallan

Top Tweeters in G5:
@derekjohnbryant
@eloycam2012
@lindakws1
@mile_by_mile
@barryhallphd
@caffeineandhate
@answerdave
@orabx
@shams_z
@coastclark

Top Tweeters in G6:
@emersonfan1
@aprylsmithts
@afpfr
@jonups_
@evelinplacidoal
@benignopf
@travelingus
@carmen_olvera
@deepgreendesign
@thewallstbull

Top Tweeters in G7:
@kkallen_author
@people
@ew
@instyle
@marxculture
@ellemagazine
@glamourmag
@money
@biblegateway
@egyindependent

Top Tweeters in G8:
@jimmyroybloom
@moniquedhooghe
@pinky_or_brain
@amwritingbot
@nwayne66
@evsxox
@benzosarebad
@diamondie
@tinarodwell1
@bmj_latest

Top Tweeters in G9:
@friendsoscience
@gizmodo
@cirquelar
@popsci
@lareviewofbooks
@techreview
@nytscience
@ericholthaus
@planetdr
@cathmckenna

Top Tweeters in G10:
@obdriftwood
@desselebrada
@claragrima
@emulenews
@ajlopez
@cayocornelio
@mangeles_hm
@yop_franco
@_r_starkey
@sumbaranasi


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