sciam, Twitter, 3/12/2023 9:30:41 PM, 291022


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sciam_2023-03-12_14-19-11.xlsx
sciam_2023-03-12_14-19-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2023
Short Description:
sciam via NodeXL https://bit.ly/3ZZ5L3w
@sciam
@timinhonolulu
@laurahelmuth
@ecowarriorss
@thewoodowl
@alexepstein
@rln_nelson
@jimbowersclimb
@mhehedzherting
@wjack76995

Top hashtags:
#medtwitter
#neuroscience
#neurotwitter
#longcovid
#frontotemporal
#dementia

Description:
Description
The graph represents a network of 4,735 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 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 21:24 UTC.

The tweets in the network were tweeted over the 4312-day, 1-hour, 51-minute period from Saturday, 21 May 2011 at 22:45 UTC to Sunday, 12 March 2023 at 00:36 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 : 4735
Unique Edges : 3707
Edges With Duplicates : 10643
Total Edges : 14350
Number of Edge Types : 9
Mentions : 1380
Replies to : 1754
MentionsInReplyTo : 3969
MentionsInRetweet : 4038
Retweet : 2374
Quote : 384
MentionsInQuoteReply : 143
Tweet : 164
MentionsInQuote : 144
Self-Loops : 462
Reciprocated Vertex Pair Ratio : 0.0237871253863728
Reciprocated Edge Ratio : 0.0464688894723024
Connected Components : 60
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 4532
Maximum Edges in a Connected Component : 13787
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.78114
Graph Density : 0.000339854270417466
Modularity : 0.377876
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,735 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 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 21:24 UTC.

The tweets in the network were tweeted over the 4312-day, 1-hour, 51-minute period from Saturday, 21 May 2011 at 22:45 UTC to Sunday, 12 March 2023 at 00:36 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:
[260] https://twitter.com/chrost_hugo/status/1631957660059975680/photo/1
[83] https://twitter.com/Innov_Medicine/status/1632025397893251072/photo/1
[69] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[48] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Flong-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments%2F
[42] https://www.scientificamerican.com/article/the-forgotten-history-of-the-worlds-first-trans-clinic/
[29] https://www.scientificamerican.com/article/many-differences-between-liberals-and-conservatives-may-boil-down-to-one-belief/
[28] https://www.scientificamerican.com/article/bumblebees-show-off-their-own-puzzle-solving-culture/
[22] https://www.einpresswire.com/article/619788990/safe-call-earphone-new-smarter-phone-invention
[21] https://www.scientificamerican.com/article/ukrainians-shift-to-renewable-power-for-energy-security-amid-war/?amp;text=Ukrainians
[20] https://www.scientificamerican.com/article/we-must-stop-treating-grasslands-as-wastelands/

Top URLs in Tweet in G1:
[260] https://twitter.com/chrost_hugo/status/1631957660059975680/photo/1
[83] https://twitter.com/Innov_Medicine/status/1632025397893251072/photo/1
[42] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Flong-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments%2F
[27] https://www.scientificamerican.com/article/bumblebees-show-off-their-own-puzzle-solving-culture/
[24] https://www.scientificamerican.com/article/the-forgotten-history-of-the-worlds-first-trans-clinic/
[21] https://www.scientificamerican.com/article/ukrainians-shift-to-renewable-power-for-energy-security-amid-war/?amp;text=Ukrainians
[17] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[17] https://www.scientificamerican.com/article/is-the-alpha-wolf-idea-a-myth/
[16] https://twitter.com/sciam/status/1634185122869047298
[15] https://www.scientificamerican.com/article/we-must-stop-treating-grasslands-as-wastelands/

Top URLs in Tweet in G2:
[11] https://www.youtube.com/watch?v=mA3IsCZgI5A&feature=youtu.be

[9] https://www.youtube.com/watch?v=NJBAepr_Cu8&feature=youtu.be

[6] https://www.scientificamerican.com/article/will-controversy-sink-this-superconductivity-breakthrough/
[6] https://twitter.com/EricTopol/status/1625506899583180800/photo/1
[6] https://www.youtube.com/watch?v=IL8_Ni8ubDc&feature=youtu.be

[5] https://www.youtube.com/watch?v=SwzPTS7oAwI&feature=youtu.be

[5] https://www.youtube.com/watch?v=Pm_ds_x55Xs&feature=youtu.be

[4] https://twitter.com/sciam/status/1632801095650091008
[4] https://twitter.com/GhioLena/status/1605285788509523970/photo/1
[3] https://www.scientificamerican.com/article/vaccine-makers-are-preparing-for-bird-flu/

Top URLs in Tweet in G3:
[12] https://twitter.com/MadiHilly/status/1633798229824356353
[6] https://bfrandall.substack.com/p/used-nuclear-fuel-is-fuel-not-waste?r=1rapbo&utm_campaign=post&utm_medium=web
[3] https://www.scientificamerican.com/article/nuclear-waste-is-piling-up-does-the-u-s-have-a-plan/
[3] https://twitter.com/madihilly/status/1633798229824356353
[2] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[1] https://twitter.com/madihilly/status/1633834086459662338
[1] https://twitter.com/MadiHilly/status/1633798229824356353/photo/1
[1] https://www.scientificamerican.com/article/scientists-voice-concerns/
[1] https://twitter.com/Dr_A_Stein/status/1532100182057312256?s=20
[1] https://www.pnas.org/doi/full/10.1073/pnas.2111833119

Top URLs in Tweet in G4:
[1] https://www.scientificamerican.com/article/the-forgotten-history-of-the-worlds-first-trans-clinic/

Top URLs in Tweet in G5:
[1] https://twitter.com/AlexEpstein/status/1632018402557452290/photo/1
[1] https://twitter.com/freetrade42/status/1633910786190987264/photo/1
[1] https://twitter.com/wholisticguy/status/1632022671478358017/photo/1
[1] https://twitter.com/Joe_Callous/status/1632020347552686081/photo/1
[1] https://twitter.com/i/web/status/1632041915175649280
[1] https://twitter.com/EmpiricalEnergy/status/1632041915175649280/photo/1

Top URLs in Tweet in G6:
[2] https://www.scientificamerican.com/article/we-must-stop-treating-grasslands-as-wastelands/
[1] https://www.sciencedirect.com/science/article/abs/pii/S0140196322001136?casa_token=DWcjp1PZ8rwAAAAA:BvPsE5PZsSK6C4cZ2MB7Ks0VORFKHr_1YAJXKWVHBCIQ5hhnCiDzn6kRUv00XjStlkcsIviEK2uF
[1] https://preview.mailerlite.io/emails/webview/249617/82092649170863517
[1] https://esgindia.org/new/?s=Challakere
[1] https://ourworldindata.org/carbon-opportunity-costs-food
[1] https://twitter.com/alanpater/status/1632125075582246913/photo/1

Top URLs in Tweet in G7:
[22] https://www.einpresswire.com/article/619788990/safe-call-earphone-new-smarter-phone-invention
[1] https://twitter.com/hholdenthorp/status/1634578066205802500
[1] https://www.science.org/content/article/science-takes-back-seat-politics-first-house-hearing-origin-covid-19-pandemic?cookieSet=1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41578-023-00549-x
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-022-01311-z
[1] https://www.science.org/doi/full/10.1126/science.abl7492
[1] https://www.scientificamerican.com/article/shoddy-harassment-investigations-are-a-stain-to-academia/
[1] https://twitter.com/drdorea/status/1634417556336308224
[1] http://OCEANREPORT.org
[1] https://twitter.com/lsdres/status/1631886155812577280

Top URLs in Tweet in G8:
[38] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[5] https://www.scientificamerican.com/article/how-anomalous-health-incidents-in-cuba-sidelined-science/
[3] https://assets.samharris.org/episodes/audios/4a288696-bf17-44d2-b934-1d66081b0d09/Making_Sense_311_Matt_Ridley__Alina_Chan_subscriber.mp3
[2] https://www.scientificamerican.com/article/nuclear-waste-is-piling-up-does-the-u-s-have-a-plan/
[2] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-lab-leak-hypothesis-made-it-harder-for-scientists-to-seek-the-truth%2F
[2] https://abcnews.go.com/amp/Politics/potential-lab-incident-fbi-director-wray-speaks-publicly/story?id=97535563
[2] https://twitter.com/sciam/status/1632740130598395904
[2] https://twitter.com/joshrogin/status/1631666165465358336
[1] https://www.scientificamerican.com/article/mystery-of-ancient-space-superstorms-deepens/
[1] https://www.scientificamerican.com/article/the-weird-reason-were-afraid-of-clowns/

Top URLs in Tweet in G9:
[7] https://twitter.com/SethMacFarlane/status/1633866785740165120
[2] https://facebook.com/Harpy73/posts/680551425483066
[1] https://www.scientificamerican.com/article/long-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments/
[1] https://twitter.com/OOBEJuan/status/1634592576631349248/photo/1
[1] https://twitter.com/OOBEJuan/status/1631751193507790850/photo/1
[1] https://twitter.com/OOBEJuan/status/1632103501139701761/photo/1
[1] https://www.google.com/search?kgmid=/m/018hl&hl=en-US&kgs=6b7572a98d3df7be&q=Brigitte+Bardot&shndl=0&source=sh/x/kp&entrypoint=sh/x/kp
[1] https://twitter.com/Charpy73/status/1423358813126729730
[1] https://twitter.com/Charpy73/status/1083087779079380994?s=20
[1] https://www.scientificamerican.com/article/reflections-on-the-mind/

Top URLs in Tweet in G10:
[4] https://twitter.com/DrsMVenselaar/status/1633717966532427777/photo/1
[3] https://www.scientificamerican.com/article/lab-leak-intelligence-reports-arent-scientific-conclusions/
[2] https://publishing.tor.com/africarisen-sh
[2] https://odekpeki.com/2022/09/11/destiny-delayed/
[2] https://babyawacs.wordpress.com/2023/03/10/geneticallymodified-humans-playing-aliens-fromafar-wouldhaveproblems-with-irradiated-water-bacteria-dying-or-modified-andits-imp-ortant-symbiosis-functions-on-mucus-but-would-be-wallow-in-these/
[2] https://babyawacs.wordpress.com/2023/03/07/howmany-cases-like-it-milestones-thatguy-really-science-mankind-leap-thatguy-really-but-aeh-look-at-his-wired-wireduk-sciam-science-doescience-n/
[2] https://babyawacs.wordpress.com/2023/03/10/doescience-sciam-nature-ayylmaocoin-ufobot-greetings-and-oh-hello-to-geneticallymodified-human-life-playing-alien-s-from-afar-ihope-molecularbiologywonders-based-on-newatom-and-positronhorrors/
[1] https://newrepublic.com/article/168965/might-long-covid-wrong
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-lab-leak-hypothesis-made-it-harder-for-scientists-to-seek-the-truth%2F
[1] https://www.scientificamerican.com/article/leading-science-museum-turns-the-page-on-a-prominent-metoo-case/

Top Domains
Top Domains in Tweet in Entire Graph:
[1250] twitter.com
[940] scientificamerican.com
[61] youtube.com
[24] paper.li
[22] einpresswire.com
[16] amazon.com
[15] substack.com
[13] blogspot.com
[10] science.org
[7] wordpress.com

Top Domains in Tweet in G1:
[688] twitter.com
[612] scientificamerican.com
[16] amazon.com
[12] blogspot.com
[9] youtube.com
[3] plos.org
[2] apple.com
[2] campbellstaton.com
[2] science.org
[2] ecotherm.com

Top Domains in Tweet in G2:
[57] twitter.com
[47] youtube.com
[45] scientificamerican.com
[2] quantamagazine.org
[2] t.me
[1] okt.to
[1] mit.edu
[1] jhuapl.edu
[1] jpost.com
[1] substack.com

Top Domains in Tweet in G3:
[27] twitter.com
[18] scientificamerican.com
[10] substack.com
[2] pnas.org
[1] edwardburtynsky.com
[1] nstusa.net
[1] ans.org
[1] wattsupwiththat.com
[1] stanford.edu

Top Domains in Tweet in G4:
[1] scientificamerican.com

Top Domains in Tweet in G5:
[6] twitter.com

Top Domains in Tweet in G6:
[2] scientificamerican.com
[1] sciencedirect.com
[1] mailerlite.io
[1] esgindia.org
[1] ourworldindata.org
[1] twitter.com

Top Domains in Tweet in G7:
[22] einpresswire.com
[8] paper.li
[7] twitter.com
[4] science.org
[3] nature.com
[3] scientificamerican.com
[1] oceanreport.org

Top Domains in Tweet in G8:
[52] scientificamerican.com
[19] twitter.com
[3] samharris.org
[2] go.com
[1] washingtonpost.com
[1] talkingpointsmemo.com
[1] theracket.news
[1] linkedin.com
[1] pbs.org
[1] unusualwhales.com

Top Domains in Tweet in G9:
[30] twitter.com
[4] scientificamerican.com
[2] facebook.com
[1] google.com
[1] youtube.com
[1] bigthink.com
[1] energy.gov

Top Domains in Tweet in G10:
[19] twitter.com
[9] scientificamerican.com
[6] wordpress.com
[5] odekpeki.com
[3] tor.com
[1] newrepublic.com
[1] quantumlah.org
[1] wfc2023.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[344] medtwitter
[262] neuroscience
[83] neurotwitter
[45] longcovid
[21] frontotemporal
[21] dementia
[21] bioengineered
[19] nature
[19] covid
[17] neurological



Top Hashtags in Tweet in G1:
[343] medtwitter
[261] neuroscience
[83] neurotwitter
[11] longcovid
[10] wtpblue
[9] science
[5] ai
[5] covid
[4] climate
[4] biology

Top Hashtags in Tweet in G2:
[29] longcovid
[17] neurological
[4] elonmusk
[3] aaasmtg
[3] babydogeceo
[3] scrying
[3] quantumphysics
[2] fnd
[2] brain
[2] space

Top Hashtags in Tweet in G4:
[1] peepee

Top Hashtags in Tweet in G5:
[2] peakoil
[1] catastrophizing
[1] fossilfuels

Top Hashtags in Tweet in G7:
[7] accountability
[7] bullying
[7] harassment
[1] pr
[1] biology
[1] dna
[1] gan
[1] artificialintelligence
[1] machinelearning
[1] deeplearning

Top Hashtags in Tweet in G8:
[9] wuhanlableak
[9] covid
[9] wuhananimalmarket
[9] ecocide
[1] g
[1] originsofcovid
[1] animals
[1] fbi
[1] covid19
[1] pandemicorigin

Top Hashtags in Tweet in G9:
[4] longcovid
[2] wwg1wga
[2] proudboy
[2] nuclear
[2] covid
[1] finland
[1] covid19
[1] sarscov2
[1] covidisnotover
[1] covidisairborne

Top Hashtags in Tweet in G10:
[2] originofcovid
[2] stemeducation
[2] geology
[2] marinescience
[2] oceanscience
[2] scienceteacher
[2] heres_to_the_quirk_in_the_geniusses
[2] haha
[2] ayylma
[1] meto

Top Words
Top Words in Tweet in Entire Graph:
[3784] sciam
[422] madihilly
[396] brain
[386] see
[365] stress
[358] impact
[354] chrost_hugo
[344] #medtwitter
[325] content
[322] coming

Top Words in Tweet in G1:
[1789] sciam
[377] brain
[358] stress
[354] chrost_hugo
[351] impact
[343] #medtwitter
[261] #neuroscience
[117] science
[100] covid
[83] innov_medicine

Top Words in Tweet in G2:
[374] sciam
[176] laurahelmuth
[100] intelligence
[79] vera
[65] scientific
[62] tulikabose_
[62] quantamagazine
[60] first
[49] living
[49] two

Top Words in Tweet in G3:
[479] sciam
[413] madihilly
[309] see
[308] content
[307] coming
[306] guess
[306] disappointed
[305] surprised
[304] exa
[36] nuclear

Top Words in Tweet in G4:
[146] timinhonolulu
[139] gop
[138] nazis
[136] imo
[136] satisfies
[136] crime
[136] genocide
[136] 1933
[136] elements
[136] doing

Top Words in Tweet in G5:
[125] alexepstein
[97] oil
[86] production
[84] conventional
[83] people
[82] 10
[82] years
[81] global
[80] probably
[80] think

Top Words in Tweet in G6:
[111] thewoodowl
[92] good
[91] first
[90] key
[89] life
[89] happiness
[89] always
[89] sometimes
[89] feel
[89] here's

Top Words in Tweet in G7:
[52] sciam
[35] phone
[29] sciencenews
[23] cnn
[22] carsafe
[22] org
[22] amazing
[22] free
[22] ap
[22] eyes

Top Words in Tweet in G8:
[134] sciam
[52] lab
[47] scientific
[46] leak
[43] dvergano
[42] cherylrofer
[38] intelligence
[37] reports
[32] laurahelmuth
[28] science

Top Words in Tweet in G9:
[35] joke
[35] sciam
[33] very
[33] family
[32] confirm
[32] lots
[32] still
[32] definitely
[32] direct
[32] getting

Top Words in Tweet in G10:
[82] sciam
[42] mbalter
[22] made
[19] science
[17] lab
[16] truth
[15] harder
[15] leak
[15] hypothesis
[15] article

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[348] brain,sciam
[343] stress,brain
[343] impact,stress
[311] coming,sciam
[310] disappointed,content
[310] sciam,guess
[310] content,coming
[309] surprised,see
[309] guess,surprised
[308] madihilly,disappointed

Top Word Pairs in Tweet in G1:
[348] brain,sciam
[343] stress,brain
[343] impact,stress
[261] sciam,#neuroscience
[260] #neuroscience,#medtwitter
[259] chrost_hugo,impact
[84] sciam,chrost_hugo
[83] chrost_hugo,#neurotwitter
[83] #neurotwitter,#medtwitter
[82] innov_medicine,impact

Top Word Pairs in Tweet in G2:
[42] dark,matter
[42] day,workweek
[42] intelligence,assessments
[42] conclusion,important
[42] intelligence,assessment
[42] important,factor
[42] isn,scientific
[42] scientific,conclusion
[42] assessment,isn
[42] factor,intelligence

Top Word Pairs in Tweet in G3:
[307] coming,sciam
[306] disappointed,content
[306] content,coming
[305] guess,surprised
[305] sciam,guess
[305] surprised,see
[304] madihilly,disappointed
[304] see,exa
[81] madihilly,sciam
[15] against,yucca

Top Word Pairs in Tweet in G4:
[136] elements,crime
[136] imo,gop
[136] nazis,1933
[136] genocide,nazis
[136] satisfies,elements
[136] crime,genocide
[136] doing,satisfies
[136] gop,doing
[135] timinhonolulu,imo
[7] timinhonolulu,sciam

Top Word Pairs in Tweet in G5:
[82] 10,years
[81] conventional,oil
[80] global,production
[80] production,conventional
[79] begin,decline
[79] people,think
[79] probably,within
[79] think,probably
[79] sooner,people
[79] decline,sooner

Top Word Pairs in Tweet in G6:
[89] key,happiness
[89] happiness,good
[89] feel,accomplished
[89] life,sometimes
[89] publications,always
[89] always,key
[89] here's,first
[89] sometimes,feel
[89] accomplished,here's
[89] good,life

Top Word Pairs in Tweet in G7:
[22] earphone,amazing
[22] cnn,sciencenews
[22] sciam,nytimes
[22] smarter,phone
[22] contact,info
[22] hands,free
[22] nbc,contact
[22] call,earphone
[22] free,screen
[22] screen,smarter

Top Word Pairs in Tweet in G8:
[44] lab,leak
[32] intelligence,reports
[28] cherylrofer,sciam
[23] scientific,conclusions
[23] reports,scientific
[23] leak,intelligence
[23] conclusions,sciam
[22] dvergano,lab
[21] laurahelmuth,cherylrofer
[11] leak,theory

Top Word Pairs in Tweet in G9:
[32] confirm,still
[32] direct,experience
[32] still,avoid
[32] family,confirm
[32] definitely,joke
[32] joke,lots
[32] experience,family
[32] very,definitely
[32] lots,direct
[32] avoid,getting

Top Word Pairs in Tweet in G10:
[24] mbalter,sciam
[15] lab,leak
[14] made,harder
[13] truth,sciam
[13] scientists,seek
[13] seek,truth
[13] leak,hypothesis
[13] sciam,seems
[13] specializing,clueless
[13] seems,specializing

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@madihilly
@dropsbrain
@alexepstein
@claymoore1966
@gallifredo
@thewoodowl
@jfischman
@sciam_fr

Top Replied-To in G1:
@sciam
@dropsbrain
@claymoore1966
@michaelalbertmd
@chrost_hugo
@panpanskiroman
@barrettkahn
@saugat_optimist
@dorfman_p
@ziontree

Top Replied-To in G2:
@sciam
@laurahelmuth
@jfischman
@sutherlandphd
@tulikabose_
@lgroskin
@drericding
@sophiebushwick
@ducalian26
@quantamagazine

Top Replied-To in G3:
@madihilly
@sciam
@angiesath
@keinbenutzernum
@jmb_nl
@ankersophon
@realeaklein
@mining_atoms
@treefarmerbc
@jongroen

Top Replied-To in G4:
@timinhonolulu

Top Replied-To in G5:
@alexepstein
@madihilly
@wholisticguy
@buenoformiami
@jimgris
@sciam
@hutchheed
@noeldoeg
@joe_callous
@vicsmit02178321

Top Replied-To in G6:
@thewoodowl
@nehadara
@urban_ecologist
@drishadwatib
@digarisheetal
@hilaryhhunt
@melissalucash
@wenjingxu8
@mridulampaul
@sayan12011991

Top Replied-To in G7:
@jfischman
@ggreenwald
@googledevs
@apple
@google
@microsoft
@android
@motorolaus
@menshealthmag
@womenshealthmag

Top Replied-To in G8:
@laurahelmuth
@sciam
@dvergano
@stevemur
@fbi
@jaymarose
@cherylrofer
@lauree_lauralee
@holisticgrenade

Top Replied-To in G9:
@sciam
@60minutes
@sethmacfarlane
@grimsr3ap3r79
@tanhisjussi
@towergangtoad
@johncornyn
@keetmuise
@arpae
@rydbergtech

Top Replied-To in G10:
@mbalter
@emilyakopp
@dvergano
@peter_berghmans
@r_h_ebright
@ecodeathwiv
@judithnowak
@tulikabose_
@worldandscience

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@madihilly
@chrost_hugo
@laurahelmuth
@timinhonolulu
@alexepstein
@thewoodowl
@innov_medicine
@tulikabose_
@quantamagazine

Top Mentioned in G1:
@sciam
@chrost_hugo
@innov_medicine
@dorfman_p
@lchittka
@tangledbankhhmi
@matt_mayor
@ziontree
@manuelbmorales1

Top Mentioned in G2:
@sciam
@laurahelmuth
@quantamagazine
@tulikabose_
@tangledbankhhmi
@lgroskin
@sophiebushwick
@drericding
@sutherlandphd
@meghanbartels

Top Mentioned in G3:
@sciam
@madihilly
@mining_atoms
@allisonmacfar
@dr_a_stein
@laughingwolfone
@kendeuel
@ftwthemistocles
@vladste08795388
@goathobbit

Top Mentioned in G4:
@timinhonolulu
@sciam
@marie_cast
@lavernecox
@edbraiman
@laynedarlin
@anagram2112
@snoopervise
@bowmannancy
@smilingoutloud2

Top Mentioned in G5:
@alexepstein
@sciam
@tan123
@romantic_artist
@katewand
@buenoformiami
@mrk4m1
@madihilly
@deepities
@crenchtime

Top Mentioned in G6:
@thewoodowl
@sciam
@sivasothi
@emsaurios
@rammoha15487541
@tamannakalam
@saugat_optimist
@carbon_stink
@dollykikon
@esgindia1

Top Mentioned in G7:
@sciam
@sciencenews
@cnn
@sciencechannel
@nytimes
@nbc
@ap
@morimahmoudi
@sciencemagazine
@sciencecohen

Top Mentioned in G8:
@sciam
@cherylrofer
@dvergano
@joshrosenau
@mitchellvaldes2
@mikethemadbiol
@angie_rasmussen
@laurahelmuth
@stevemur
@fbi

Top Mentioned in G9:
@jamesfallows
@sciam
@ndbtechnology
@helion_energy
@potus
@energy
@astro_cady
@caswelltess
@stephenking
@iamwandasykes

Top Mentioned in G10:
@sciam
@mbalter
@nature
@doescience
@locusmag
@naacpimageaward
@ala_booklist
@newscientist
@brookhavenlab
@asimovs_sf

Top Tweeters
Top Tweeters in Entire Graph:
@joni_looking
@serendipitysays
@_redfrog
@cloudwanderer3
@rjber15
@lizditz
@delta
@kenkircher1
@gojira007x
@vonrosenchild

Top Tweeters in G1:
@rjber15
@kenkircher1
@copyofone
@gus_802
@jimmyroybloom
@morgfair
@ken_crichlow
@fleming77
@youranonriots
@sharma14828

Top Tweeters in G2:
@serendipitysays
@cloudwanderer3
@vonrosenchild
@miguelhilargiak
@1loriking
@mrtachilles
@kimvie
@411emilio
@anthropic
@frances_coppola

Top Tweeters in G3:
@nuclear94
@alain_co
@fluxcapdoodah
@rand_simberg
@yamarajsha
@kellyalspals
@adamasnemesis
@kathmorrow90
@thjr19
@henryk_b_

Top Tweeters in G4:
@jjj5819
@kak089
@elkehollings
@adekleine
@bethsinniresist
@digyoursoul
@teetweetshere
@didifrench
@resisternell
@tari1231

Top Tweeters in G5:
@woli2017
@tan123
@elbowriver28
@desertpuma
@jfeilders
@tedmilo100
@juliecraighead
@kenroberts112
@clarissima5
@datsc1989

Top Tweeters in G6:
@gadflyquebec
@basuashis
@craken_maccraic
@cjmitra
@compostwitch
@sohini_6
@ravikaimal
@__myopic__
@drycactii
@hechizante777

Top Tweeters in G7:
@reuters
@ricardo_ik_ahau
@nytimes
@washingtonpost
@time
@abc
@cnn
@cbsnews
@nbcnews
@ap

Top Tweeters in G8:
@_redfrog
@barbiewithatude
@vonkarama
@sailorpsy
@justafandavid
@erupton
@nuclearanthro
@chrisri80029765
@newshour
@pdjmoo

Top Tweeters in G9:
@gojira007x
@kw1979
@longfellowjean
@ballerinax
@gastropoda
@sandhralee
@dgrassmuck
@hudsonette
@marymcnamara
@augustadsays

Top Tweeters in G10:
@alizardx
@tbdnonymous
@supermormongirl
@newrepublic
@mbalter
@openscitalk
@bookriot
@newscientist
@wireduk
@discovermag