sciam, Twitter, 3/5/2023 9:30:37 PM, 290331


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sciam_2023-03-05_13-19-11.xlsx
sciam_2023-03-05_13-19-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 05, 2023
Short Description:
sciam via NodeXL PERMANENTLY_REMOVED
@sciam
@laurahelmuth
@cernovich
@ecowarriorss
@drericding
@alexepstein
@tulikabose_
@naturebella11
@synthige
@thewoodowl

Top hashtags:
#medtwitter
#neuroscience
#neurotwitter
#longcovid
#research
#climatechange
#evolution

Description:
Description
The graph represents a network of 4,559 Twitter users whose recent tweets contained "sciam", 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 3/4/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 05 March 2023 at 21:24 UTC.

The tweets in the network were tweeted over the 3984-day, 15-hour, 39-minute period from Friday, 06 April 2012 at 09:15 UTC to Sunday, 05 March 2023 at 00:54 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 : 4559
Unique Edges : 4003
Edges With Duplicates : 11457
Total Edges : 15460
Number of Edge Types : 9
Tweet : 156
Retweet : 2252
MentionsInRetweet : 4199
Quote : 324
MentionsInQuote : 214
MentionsInReplyTo : 4756
Replies to : 2024
Mentions : 1284
MentionsInQuoteReply : 251
Self-Loops : 461
Reciprocated Vertex Pair Ratio : 0.0221589502352067
Reciprocated Edge Ratio : 0.0433571515078116
Connected Components : 45
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 4452
Maximum Edges in a Connected Component : 15273
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.730685
Graph Density : 0.000397354715768423
Modularity : 0.381603
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,559 Twitter users whose recent tweets contained "sciam", 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 3/4/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 05 March 2023 at 21:24 UTC.

The tweets in the network were tweeted over the 3984-day, 15-hour, 39-minute period from Friday, 06 April 2012 at 09:15 UTC to Sunday, 05 March 2023 at 00:54 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 : 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:
[148] https://twitter.com/chrost_hugo/status/1631957660059975680/photo/1
[64] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/
[49] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[46] https://twitter.com/Innov_Medicine/status/1632025397893251072/photo/1
[36] https://www.scientificamerican.com/article/covid-poses-severe-risks-during-pregnancy-especially-in-unvaccinated-people/
[31] https://www.cochrane.org/CD006207/ARI_do-physical-measures-such-hand-washing-or-wearing-masks-stop-or-slow-down-spread-respiratory-viruses
[28] https://www.scientificamerican.com/article/eight-billion-people-in-the-world-is-a-crisis-not-an-achievement/
[25] https://www.scientificamerican.com/article/crows-perform-yet-another-skill-once-thought-distinctively-human/
[22] https://www.einpresswire.com/article/619788990/safe-call-earphone-new-smarter-phone-invention
[21] https://www.scientificamerican.com/article/many-differences-between-liberals-and-conservatives-may-boil-down-to-one-belief/

Top URLs in Tweet in G1:
[148] https://twitter.com/chrost_hugo/status/1631957660059975680/photo/1
[46] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/
[46] https://twitter.com/Innov_Medicine/status/1632025397893251072/photo/1
[19] https://www.scientificamerican.com/article/ukrainians-shift-to-renewable-power-for-energy-security-amid-war/?amp;text=Ukrainians
[13] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/?amp;text=Is
[12] https://www.scientificamerican.com/article/new-color-changing-coating-could-both-heat-and-cool-buildings/
[12] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[12] https://twitter.com/sciam/status/1585364196065267712
[11] https://www.scientificamerican.com/article/scientists-are-trying-to-pull-carbon-out-of-the-ocean-to-combat-climate-change/
[11] https://www.scientificamerican.com/article/vaccine-makers-are-preparing-for-bird-flu/

Top URLs in Tweet in G2:
[31] https://www.cochrane.org/CD006207/ARI_do-physical-measures-such-hand-washing-or-wearing-masks-stop-or-slow-down-spread-respiratory-viruses
[28] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[15] https://www.scientificamerican.com/podcast/episode/sorry-ufo-hunters-you-might-just-be-looking-at-a-spy-balloon/
[9] https://www.youtube.com/watch?v=NJBAepr_Cu8&feature=youtu.be

[7] https://www.scientificamerican.com/article/why-the-u-s-needs-a-formal-reckoning-on-the-covid-pandemic/
[6] https://www.wsj.com/articles/covid-origin-china-lab-leak-807b7b0a
[6] https://twitter.com/no_targets/status/1630242679832596480?s=46&t=HD5BbtwK-7YLulNgJR54IA
[5] https://twitter.com/laurahelmuth/status/1375495254808334343
[5] https://www.youtube.com/watch?v=g70E0zrhCy4&feature=youtu.be

[4] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/

Top URLs in Tweet in G3:
[4] https://twitter.com/BonumFlagello/status/1630500298484752384/photo/1
[2] https://twitter.com/landrights4all/status/1630435966535233537/photo/1
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Feight-billion-people-in-the-world-is-a-crisis-not-an-achievement%2F
[1] https://www.scientificamerican.com/article/we-must-stop-treating-grasslands-as-wastelands/
[1] https://twitter.com/Yoggik/status/1630285524715077632/photo/1
[1] https://mobile.twitter.com/i/lists/1624427676005023745
[1] https://twitter.com/aaronshem/status/1630270148081856513
[1] https://twitter.com/livinggreensc/status/1630236118120812546/photo/1
[1] https://twitter.com/insane_voice/status/1630512515103838208/photo/1
[1] https://twitter.com/realmrzz/status/1630508732244439040/photo/1

Top URLs in Tweet in G4:
[2] https://twitter.com/sciam/status/1585364196065267712
[1] https://twitter.com/cernovich/status/1629985142671572992?s=61&t=APBJ2CjEy7_EVhhTuQ5beg
[1] https://twitter.com/sciam/status/1585364196065267712?s=20
[1] https://twitter.com/IanCopeland5/status/1630008321708118019/photo/1
[1] https://twitter.com/sciam/status/1585364196065267712?s=42&t=_e5FhS9f5oRQIgil4d7-bw

Top URLs in Tweet in G5:
[22] https://www.einpresswire.com/article/619788990/safe-call-earphone-new-smarter-phone-invention
[2] https://www.nytimes.com/2023/02/16/technology/ohio-train-derailment-chernobyl.html
[1] https://www.scientificamerican.com/article/why-the-u-s-needs-a-formal-reckoning-on-the-covid-pandemic/#
[1] https://twitter.com/BhagwanChaulkar/status/1629562960405487617?t=XPuK7Rv4fKazWlfZ2zq5nQ&s=09
[1] https://www.reuters.com/world/europe/spanish-authorities-detect-first-suspected-case-marburg-disease-2023-02-25/
[1] https://nypost.com/2023/02/21/raquel-evita-saraswati-was-faking-racial-identity-in-2004/?utm_source=NYPTwitter&utm_campaign=SocialFlow&utm_medium=SocialFlow
[1] https://twitter.com/nypost/status/1628150095727284229/photo/1
[1] https://rollcall.com/2023/02/17/supreme-court-to-hear-arguments-on-social-media-immunity-laws/
[1] https://twitter.com/Midnight_In_DC/status/1629117165113602050/photo/1
[1] https://www.scientificamerican.com/article/why-googles-supreme-court-case-could-rattle-the-internet/#cobssid=s

Top URLs in Tweet in G6:
[3] https://twitter.com/1goodtern/status/1631297794957869059?t=08qEaHbHrZNvSxA58Efurg&s=19
[2] https://www.scientificamerican.com/article/vaccine-makers-are-preparing-for-bird-flu/
[1] https://twitter.com/johnbruso/status/1631343322672553984/photo/1
[1] https://twitter.com/DarrylBain1967/status/1631298455409938432/photo/1
[1] https://twitter.com/jhenry720524/status/1631346064249823251/photo/1
[1] https://twitter.com/EpinardGuard/status/1631300269278482446/photo/1
[1] https://www.scientificamerican.com/article/why-the-u-s-needs-a-formal-reckoning-on-the-covid-pandemic/
[1] https://www.cdc.gov/flu/prevent/how-fluvaccine-made.htm#
[1] https://twitter.com/robotnyc1/status/1631298298152624136/photo/1
[1] https://www.npr.org/sections/money/2020/05/18/857801199/the-market-for-emergency-vaccines-is-like-no-other

Top URLs in Tweet in G7:
[30] https://www.scientificamerican.com/article/covid-poses-severe-risks-during-pregnancy-especially-in-unvaccinated-people/
[3] https://drive.google.com/file/d/1_wHIYX-tGkGBPwuax7N8BxZPR4PTTCDm/view
[3] https://www.ualberta.ca/law/about/news/2021/4/new-funding.html
[3] https://twitter.com/Charlene_Mattie/status/1629830649682055171/photo/1
[3] https://twitter.com/StarfieldSteve/status/1629822518893633537/photo/1
[2] https://academic.oup.com/crawlprevention/governor?content=%2fhumrep%2fadvance-article%2fdoi%2f10.1093%2fhumrep%2fdead036%2f7043098
[2] https://twitter.com/Cogita_Nunc/status/1629673226723786755/photo/1
[2] https://twitter.com/UkraineTrollbot/status/1629683083363614720/photo/1
[2] https://stevekirsch.substack.com/p/game-over-medicare-data-shows-the
[2] https://www.preprints.org/manuscript/202209.0430/v2

Top URLs in Tweet in G8:
[20] https://www.scientificamerican.com/article/eight-billion-people-in-the-world-is-a-crisis-not-an-achievement/
[8] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/
[7] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fwe-cant-solve-our-climate-problems-without-removing-their-main-cause-fossil-fuel-emissions%2F
[2] https://www.scientificamerican.com/article/we-cant-solve-our-climate-problems-without-removing-their-main-cause-fossil-fuel-emissions/
[2] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Feight-billion-people-in-the-world-is-a-crisis-not-an-achievement%2F
[1] https://twitter.com/FranklinH3000/status/1629965745374257154/photo/1
[1] https://populationmatters.org/news/2022/11/do-we-really-have-eight-billion-opportunities/
[1] https://www.scientificamerican.com/article/we-cant-solve-our-climate-problems-without-removing-their-main-cause-fossil-fuel-emissions/?utm_campaign=en-fossilfuels_20220202&utm_content=238892814&utm_medium=social&utm_source=twitter&hss_channel=tw-15193285
[1] https://compactmag.com/article/hurrah-for-8-billion-humans
[1] https://twitter.com/jvipondmd/status/1629368943080280064/photo/1

Top URLs in Tweet in G9:
[4] 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://news.yahoo.com/nih-admits-funding-gain-function-125103852.html
[1] https://www.youtube.com/watch?v=IdYDL_RK--w&feature=youtu.be

[1] https://pubmed.ncbi.nlm.nih.gov/32533071/
[1] https://www.scientificamerican.com/article/conservative-and-liberal-brains-might-have-some-real-differences/
[1] https://www.scientificamerican.com/article/many-differences-between-liberals-and-conservatives-may-boil-down-to-one-belief/
[1] https://twitter.com/DrsMVenselaar/status/1630806635143626752/photo/1
[1] https://twitter.com/DaniMayakovski/status/1504708107326349352/video/1
[1] https://twitter.com/DaniMayakovski/status/1504708107326349352
[1] https://twitter.com/inabster/status/1147216102222630912/photo/1

Top URLs in Tweet in G10:
[25] https://www.scientificamerican.com/article/crows-perform-yet-another-skill-once-thought-distinctively-human/
[8] https://www.scientificamerican.com/article/fossils-upend-conventional-wisdom-about-evolution-of-human-bipedalism/
[7] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Ffossils-upend-conventional-wisdom-about-evolution-of-human-bipedalism%2F
[4] https://www.scientificamerican.com/article/heres-what-scientists-are-learning-about-womens-health-from-other-female-animals/
[3] https://www.scientificamerican.com/article/heres-what-scientists-are-learning-about-womens-health-from-other-female-animals
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-023-00558-4%3Futm_source%3Dtwt_nnc%26utm_medium%3Dsocial%26utm_campaign%3Dbriefingthread
[1] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/
[1] https://us17.campaign-archive.com/?e=4e91f28a82&u=2c6057c528fdc6f73fa196d9d&id=7098be1e52
[1] https://twitter.com/BNHorowitzMD/status/1630044691919163394/photo/1
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fheres-what-scientists-are-learning-about-womens-health-from-other-female-animals%2F

Top Domains
Top Domains in Tweet in Entire Graph:
[1052] twitter.com
[995] scientificamerican.com
[42] youtube.com
[31] cochrane.org
[22] einpresswire.com
[18] paper.li
[13] science.org
[9] substack.com
[8] wsj.com
[7] google.com

Top Domains in Tweet in G1:
[563] scientificamerican.com
[484] twitter.com
[8] youtube.com
[3] springernature.com
[2] fiverr.com
[2] blogspot.com
[2] wikipedia.org
[2] go.com
[2] jw.org
[2] facebook.com

Top Domains in Tweet in G2:
[228] twitter.com
[142] scientificamerican.com
[31] cochrane.org
[23] youtube.com
[6] wsj.com
[3] springernature.com
[3] samharris.org
[2] campbellstaton.com
[1] dailyprincetonian.com
[1] npr.org

Top Domains in Tweet in G3:
[24] twitter.com
[3] scientificamerican.com
[1] bccounterinfo.org
[1] researchgate.net
[1] usatoday.com
[1] businessinsider.com
[1] medium.com

Top Domains in Tweet in G4:
[6] twitter.com

Top Domains in Tweet in G5:
[22] twitter.com
[22] einpresswire.com
[5] scientificamerican.com
[2] authory.com
[2] nytimes.com
[1] reuters.com
[1] nypost.com
[1] rollcall.com
[1] wsj.com
[1] nature.com

Top Domains in Tweet in G6:
[9] twitter.com
[3] scientificamerican.com
[1] cdc.gov
[1] npr.org

Top Domains in Tweet in G7:
[35] twitter.com
[32] scientificamerican.com
[4] substack.com
[3] oup.com
[3] google.com
[3] ualberta.ca
[2] preprints.org
[2] tubitv.com
[2] t.me
[1] dailyclout.io

Top Domains in Tweet in G8:
[42] scientificamerican.com
[9] twitter.com
[2] substack.com
[2] youtube.com
[1] populationmatters.org
[1] compactmag.com
[1] wildlife.org

Top Domains in Tweet in G9:
[6] twitter.com
[4] purdue.edu
[2] scientificamerican.com
[1] yahoo.com
[1] youtube.com
[1] nih.gov

Top Domains in Tweet in G10:
[51] scientificamerican.com
[2] twitter.com
[1] nature.com
[1] campaign-archive.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[195] medtwitter
[149] neuroscience
[46] neurotwitter
[33] longcovid
[22] research
[19] climatechange
[18] evolution
[18] cavefish
[17] covid
[15] asteroids



Top Hashtags in Tweet in G1:
[194] medtwitter
[148] neuroscience
[46] neurotwitter
[13] scientificamerican
[11] propagandist
[5] longcovid
[4] science
[4] machinelearning
[4] python
[3] covid

Top Hashtags in Tweet in G2:
[3] diedsuddenly
[3] aaasmtg
[2] irgcterrorists
[2] iranrevoiution
[2] mahsaact
[2] originofcovid
[2] agi
[2] science
[2] scicomm
[1] metoo

Top Hashtags in Tweet in G3:
[3] ai
[2] space
[1] biodiversity
[1] elonmusk
[1] midjourney
[1] cppcc
[1] ruleoflaw
[1] twosessions2023
[1] chatgpt
[1] conservatives

Top Hashtags in Tweet in G4:
[1] scam

Top Hashtags in Tweet in G5:
[2] publichealth
[2] covid19
[2] investigaciónyciencia
[2] bodhdiwas_of_santgaribdasji
[1] covid
[1] immunity
[1] google
[1] gonzalezvgoogle
[1] algorithms
[1] intl_policy

Top Hashtags in Tweet in G6:
[1] h5n1

Top Hashtags in Tweet in G7:
[2] pregnancy
[1] covidvaccine
[1] covidvaccination
[1] covid19
[1] vaccine
[1] fertility
[1] breastfeeding
[1] cdnpoli
[1] pathetic

Top Hashtags in Tweet in G8:
[7] sundayreads
[2] dodo
[1] climateaction
[1] extinction

Top Hashtags in Tweet in G9:
[1] nde
[1] bde
[1] directedevolution

Top Hashtags in Tweet in G10:
[12] sisterhoodofspecies
[7] womenshealth
[1] whstrong
[1] medtwitter
[1] vettwitter
[1] scicomm
[1] zoobiquity
[1] planetaryhealth
[1] onehealth
[1] biomimicry

Top Words
Top Words in Tweet in Entire Graph:
[3810] sciam
[680] laurahelmuth
[520] people
[501] science
[385] covid
[333] brain
[331] more
[297] one
[292] scientific
[264] wolf

Top Words in Tweet in G1:
[1644] sciam
[304] brain
[203] impact
[198] chrost_hugo
[198] stress
[194] #medtwitter
[148] #neuroscience
[139] covid
[138] people
[113] invisible

Top Words in Tweet in G2:
[878] sciam
[583] laurahelmuth
[163] dvergano
[139] wolf
[133] covid
[122] scientific
[112] science
[108] tulikabose_
[95] intelligence
[92] truth

Top Words in Tweet in G3:
[254] ecowarriorss
[129] population
[127] people
[122] more
[120] world
[118] one
[118] crisis
[114] billion
[113] achievement
[112] doubled

Top Words in Tweet in G4:
[195] cernovich
[188] science
[187] political
[186] happens
[185] becomes
[22] sciam
[9] time
[7] revisit
[4] one
[4] year

Top Words in Tweet in G5:
[60] sciam
[35] phone
[28] nytimes
[25] cnn
[25] ap
[24] info
[23] call
[22] sciencechannel
[22] free
[22] smarter

Top Words in Tweet in G6:
[119] drericding
[79] chicken
[78] vaccines
[76] need
[76] stockpile
[76] egg
[75] secret
[74] make
[74] case
[74] sciam

Top Words in Tweet in G7:
[135] caulfieldtim
[133] tanyalewis314
[108] sciam
[101] fetalultrasound
[37] covid
[36] people
[34] pregnancy
[32] risks
[31] unvaccinated
[30] severe

Top Words in Tweet in G8:
[129] sciam
[101] naomioreskes
[37] world
[35] people
[29] billion
[28] crisis
[24] achievement
[22] eight
[22] latest
[18] leigh_phillips

Top Words in Tweet in G9:
[10] sciam
[9] conservatives
[8] one
[8] between
[8] boil
[8] according
[8] topherjk
[8] scientific
[8] belief'
[8] differences

Top Words in Tweet in G10:
[71] sciam
[43] human
[42] qafzeh
[26] another
[25] distinctively
[25] once
[25] thought
[25] perform
[25] crows
[25] skill

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[196] brain,sciam
[194] stress,brain
[194] impact,stress
[191] science,becomes
[189] happens,science
[189] becomes,political
[187] cernovich,happens
[158] billion,people
[156] people,world
[153] crisis,achievement

Top Word Pairs in Tweet in G1:
[195] brain,sciam
[194] stress,brain
[194] impact,stress
[148] #neuroscience,#medtwitter
[148] sciam,#neuroscience
[147] chrost_hugo,impact
[109] invisible,rhinoceroses
[78] long,covid
[64] alpha,wolf
[57] wolf,idea

Top Word Pairs in Tweet in G2:
[135] laurahelmuth,sciam
[125] dvergano,sciam
[115] laurahelmuth,dvergano
[71] wolf,packs
[69] packs,simply
[69] simply,families
[68] alpha,wolf
[68] family,stuff
[68] sweet,family
[68] breeding,pair

Top Word Pairs in Tweet in G3:
[113] people,world
[113] billion,people
[112] achievement,population
[112] 1968,one
[112] more,doubled
[112] doubled,1968
[112] crisis,achievement
[112] population,more
[112] world,crisis
[111] ecowarriorss,billion

Top Word Pairs in Tweet in G4:
[185] becomes,political
[185] happens,science
[185] science,becomes
[183] cernovich,happens
[10] cernovich,sciam
[7] sciam,time
[7] time,revisit
[4] recovered,year
[4] year,recover
[3] seen,right

Top Word Pairs in Tweet in G5:
[25] sciam,nytimes
[23] nytimes,ap
[22] smarter,phone
[22] free,screen
[22] safe,call
[22] amazing,eyes
[22] eyes,hands
[22] sciencechannel,sciam
[22] info,carsafe
[22] sciencenews,sciencechannel

Top Word Pairs in Tweet in G6:
[75] chicken,stockpile
[73] based,vaccines
[73] ironic,secret
[73] need,make
[73] strategic,chicken
[73] undisclosed,locations
[73] make,egg
[73] egg,based
[73] locations,case
[73] stockpile,undisclosed

Top Word Pairs in Tweet in G7:
[105] tanyalewis314,sciam
[101] caulfieldtim,tanyalewis314
[96] sciam,fetalultrasound
[29] severe,risks
[29] covid,poses
[29] unvaccinated,people
[29] pregnancy,especially
[29] especially,unvaccinated
[29] poses,severe
[29] people,tanyalewis314

Top Word Pairs in Tweet in G8:
[65] naomioreskes,sciam
[27] billion,people
[25] people,world
[23] crisis,achievement
[23] world,crisis
[22] eight,billion
[22] achievement,sciam
[22] latest,sciam
[22] sciam,eight
[21] naomioreskes,latest

Top Word Pairs in Tweet in G9:
[8] between,liberals
[8] boil,down
[8] conservatives,boil
[8] one,belief'
[8] differences,between
[8] according,scientific
[8] down,one
[8] scientific,american
[8] belief',according
[8] liberals,conservatives

Top Word Pairs in Tweet in G10:
[25] skill,once
[25] thought,distinctively
[25] once,thought
[25] distinctively,human
[25] perform,another
[25] another,skill
[25] crows,perform
[25] human,sciam
[24] qafzeh,crows
[15] desilva_jerry,sciam

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@ecowarriorss
@caulfieldtim
@peterboghossian
@naomioreskes
@mbalter
@drericding
@alexepstein
@kevin2kelly

Top Replied-To in G1:
@sciam
@peterboghossian
@burrttt
@sciencebychoice
@broceliandf
@dorfman_p
@lai_dama
@chrost_hugo
@shayla__love
@charles87519313

Top Replied-To in G2:
@laurahelmuth
@sciam
@mbalter
@sophiebushwick
@dvergano
@shellenbergermd
@r_h_ebright
@jojofoshosho0
@saugat_optimist
@pathogenetics

Top Replied-To in G3:
@ecowarriorss
@jlecout
@jerrycorn1020
@adorokirk025
@eirikraude123
@livinggreensc
@harrietphoto
@dvorahfr
@fred224n
@swright1steve

Top Replied-To in G4:
@sciam
@cernovich
@iancopeland5

Top Replied-To in G5:
@dcexaminer
@mattyglesias
@rbarishansky
@60minutes
@dubya_brian
@quora
@marcbarbiere
@backtolife_2023
@sunlorrie
@google

Top Replied-To in G6:
@drericding
@keepitonthehdl
@laurahelmuth
@jecastellanos2
@kate__said
@nicogb0
@ambbar1310
@solsilvanazb
@ianthecovington
@epinardguard

Top Replied-To in G7:
@caulfieldtim
@kevinault
@theresaa113
@akashaneh
@roninsreality
@fetalultrasound
@glenpyle
@tiffany74857807
@toddyboi5
@jangledk

Top Replied-To in G8:
@naomioreskes
@leigh_phillips
@hankgreen
@mo_goes_rogue
@popnmatters
@pbarbicane
@marypmadigan
@bpredict
@chaddfirchau
@_expanded_mind_

Top Replied-To in G9:
@themelyssak
@carlsmythe
@tierrahenson
@topherjk
@templeton_fdn
@sciam
@yahoonews

Top Replied-To in G10:
@meghanbartels
@qafzeh
@bnhorowitzmd
@sciam
@floragraham
@laurahelmuth
@evolvedclinic
@randfanshier

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@laurahelmuth
@cernovich
@chrost_hugo
@ecowarriorss
@tanyalewis314
@dvergano
@tulikabose_
@fetalultrasound
@drericding

Top Mentioned in G1:
@sciam
@chrost_hugo
@peterboghossian
@innov_medicine
@phenomehealth
@dorfman_p
@stemedia
@tangledbankhhmi
@gtconway3d

Top Mentioned in G2:
@sciam
@laurahelmuth
@dvergano
@tulikabose_
@sophiebushwick
@cherylrofer
@bschillace
@tangledbankhhmi
@nature
@mbalter

Top Mentioned in G3:
@ecowarriorss
@sciam
@elonmusk
@adorokirk025
@jerrycorn1020
@eirikraude123
@chinadaily
@chinascience
@ieyeofthestorm
@normastegman

Top Mentioned in G4:
@cernovich
@sciam
@wes_futureman
@desertveteran
@mattwalshblog
@srbryson
@valunser
@communitynotes

Top Mentioned in G5:
@sciam
@nytimes
@cnn
@ap
@sciencenews
@sciencechannel
@nbc
@washingtonpost
@emekagift100
@foxnews

Top Mentioned in G6:
@drericding
@sciam
@keepitonthehdl
@laurahelmuth
@jecastellanos2
@nicogb0
@kate__said
@tulikabose_
@gmacvhhh
@1goodtern

Top Mentioned in G7:
@tanyalewis314
@sciam
@fetalultrasound
@caulfieldtim
@theresaa113
@roninsreality
@glenpyle
@akashaneh
@kevinault
@stankutcher

Top Mentioned in G8:
@sciam
@naomioreskes
@leigh_phillips
@laurahelmuth
@greenpeaceca
@jvipondmd
@atomicrod
@atrembath
@itiscolossal
@emiliadecaudin

Top Mentioned in G9:
@sciam
@newscientist
@topherjk
@barryjohnreid21
@johnnyutah66623
@ghoppe
@whocares011813
@burgerlab12
@chrisjohnsonmd

Top Mentioned in G10:
@sciam
@qafzeh
@bnhorowitzmd
@desilva_jerry
@kimkgarrett
@laurahelmuth
@floragraham
@nature
@nih_orwh

Top Tweeters
Top Tweeters in Entire Graph:
@moonbootica
@_redfrog
@cloudwanderer3
@inabster
@lizditz
@kenkircher1
@vonrosenchild
@menabster
@miguelhilargiak
@agenparl

Top Tweeters in G1:
@moonbootica
@kenkircher1
@copyofone
@gus_802
@mariposatuitera
@ken_crichlow
@fleming77
@frackhazreveal
@seki_yo
@youranonriots

Top Tweeters in G2:
@_redfrog
@cloudwanderer3
@miguelhilargiak
@1loriking
@mrtachilles
@kimvie
@barbiewithatude
@cynicalvision50
@sinemetuvivere
@jjdebenedictis

Top Tweeters in G3:
@changetocindy
@1ajbarrett
@percievedlogic
@leahaller55
@nenanenita
@chrismaslanka
@missjoy1965
@kat_pep_
@malkyc01
@laura__3_14

Top Tweeters in G4:
@bolderthanmost
@cherrybaysb
@daniellenorgedm
@sonmanvb
@max_a_secas
@sharonshepshan
@tuesday7595
@jbisright
@shawnquinn83
@3dancingmaidens

Top Tweeters in G5:
@reuters
@timesofindia
@dcexaminer
@ani
@nypost
@foxnews
@no2hitting
@nytimes
@washingtonpost
@abc

Top Tweeters in G6:
@theresamax
@ygjumi
@ronilj261
@marymary0414
@joejaggi
@fireytopaz
@mayrabella101
@siadasha
@cfraase
@chrisatchs

Top Tweeters in G7:
@muddybike
@mlgg2
@antagoniste_net
@signsaresaying
@naomirwolf
@robacooper
@daboom66
@dougsaunders
@furtogo
@jodyvance

Top Tweeters in G8:
@alain_co
@xsuzi00
@stopvirtuastalk
@sparkyofalberta
@zimmermanv66
@franklinh3000
@jennyforster7
@gteasts
@nikkeiscience
@craken_maccraic

Top Tweeters in G9:
@inabster
@lizditz
@menabster
@thesun
@skynews
@independent_ie
@buckleyswartz
@rt_com
@people
@adevotedyogi

Top Tweeters in G10:
@rog_2
@wordfinga
@alisonborealis
@bevvincent
@lizmayessex
@retweetburner
@dampscribbler
@stefano688
@moissprieto
@_cropes_


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