sciam, Twitter, 3/22/2021 2:02:50 PM, 251012
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sciam_2021-03-21_13-02-01.xlsx
sciam_2021-03-21_13-02-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 22, 2021
Short Description:
sciam via NodeXL https://bit.ly/2QxiOe9
@sciam
@jack_turban
@laurahelmuth
@benshapiro
@erictopol
@mattwalshblog
@millette_louis
@conservmillen
@jimalkhalili
@astro_jonny

Top hashtags:
#trans
#ai
#science
#debate
#convince
#fintech
#machinelearning
#stem
#nlp
#iiot

Description:
Description
The graph represents a network of 5,445 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, 21 March 2021 at 20:09 UTC.

The requested start date was Sunday, 21 March 2021 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 4-day, 0-hour, 7-minute period from Tuesday, 16 March 2021 at 23:53 UTC to Sunday, 21 March 2021 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 : 5445
Unique Edges : 6328
Edges With Duplicates : 17125
Total Edges : 23453
Number of Edge Types : 5
Mentions : 11447
Retweet : 2934
MentionsInRetweet : 4942
Replies to : 3857
Tweet : 273
Self-Loops : 306
Reciprocated Vertex Pair Ratio : 0.0290432801822323
Reciprocated Edge Ratio : 0.0564471499723298
Connected Components : 168
Single-Vertex Connected Components : 124
Maximum Vertices in a Connected Component : 5118
Maximum Edges in a Connected Component : 23025
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.983376
Graph Density : 0.000365757636481035
Modularity : 0.303913
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 5,445 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, 21 March 2021 at 20:09 UTC.

The requested start date was Sunday, 21 March 2021 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 4-day, 0-hour, 7-minute period from Tuesday, 16 March 2021 at 23:53 UTC to Sunday, 21 March 2021 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:
[156] https://twitter.com/sciam/status/1371902106685349888
[65] https://www.scientificamerican.com/article/ultracold-quantum-collisions-have-been-achieved-in-space-for-the-first-time/
[49] https://www.scientificamerican.com/article/reproductive-problems-in-both-men-and-women-are-rising-at-an-alarming-rate/
[38] https://www.scientificamerican.com/article/was-the-interstellar-object-oumuamua-a-nitrogen-iceberg/
[37] https://www.scientificamerican.com/article/trans-girls-belong-on-girls-sports-teams/
[36] https://www.scientificamerican.com/article/an-ibm-ai-debates-humans-but-its-not-yet-the-deep-blue-of-oratory/
[34] https://www.scientificamerican.com/podcast/episode/ai-can-now-debate-with-humans-and-sometimes-convince-them-too/
[31] https://www.scientificamerican.com/podcast/episode/ai-can-now-debate-with-humans-and-sometimes-convince-them-too/?utm_content=bufferb5cc9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[23] https://www.scientificamerican.com/article/why-does-dna-spontaneously-mutate-quantum-physics-might-explain/
[20] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-to-debunk-misinformation-about-covid-vaccines-and-masks%2F

Top URLs in Tweet in G1:
[61] https://www.scientificamerican.com/article/ultracold-quantum-collisions-have-been-achieved-in-space-for-the-first-time/
[48] https://www.scientificamerican.com/article/reproductive-problems-in-both-men-and-women-are-rising-at-an-alarming-rate/
[37] https://www.scientificamerican.com/article/was-the-interstellar-object-oumuamua-a-nitrogen-iceberg/
[30] https://www.scientificamerican.com/article/trans-girls-belong-on-girls-sports-teams/
[21] https://www.scientificamerican.com/article/why-does-dna-spontaneously-mutate-quantum-physics-might-explain/
[19] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-to-debunk-misinformation-about-covid-vaccines-and-masks%2F
[15] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-mathematics-of-how-connections-become-global%2F
[12] https://www.scientificamerican.com/article/how-to-debunk-misinformation-about-covid-vaccines-and-masks/
[12] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fcan-natural-gas-be-part-of-a-low-carbon-future%2F
[11] https://www.scientificamerican.com/article/eight-states-are-seeding-clouds-to-overcome-megadrought/

Top URLs in Tweet in G2:
[12] https://twitter.com/sciam/status/1371902106685349888
[5] https://uncommongroundmedia.com/jack-turban-investigated-americal-medical-association/
[3] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs40279-020-01389-3
[3] https://quillette.com/2019/09/24/no-one-is-born-in-the-wrong-body/
[3] https://www.wired.com/story/the-glorious-victories-of-trans-athletes-are-shaking-up-sports/
[3] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http%3A%2F%2Flink.springer.com%2Fcontent%2Fpdf%2F10.1007%2Fs40279-020-01389-3.pdf
[3] https://whatweknow.inequality.cornell.edu/topics/lgbt-equality/what-does-the-scholarly-research-say-about-the-well-being-of-transgender-people/
[3] https://www.attacktheback.com/transgender-mma-fighter-fallon-fox-breaks-opponents-skull/
[2] https://www.youtube.com/watch?v=ezwjJxXS718&feature=youtu.be

[2] https://bjsm.bmj.com/content/early/2021/02/28/bjsports-2020-103106

Top URLs in Tweet in G3:
[6] https://www.scientificamerican.com/article/scientists-grew-tiny-tear-glands-in-a-dish-then-made-them-cry/
[4] https://www.scientificamerican.com/article/most-people-dont-actively-seek-to-share-fake-news/
[2] https://www.scientificamerican.com/article/an-ibm-ai-debates-humans-but-its-not-yet-the-deep-blue-of-oratory/
[2] https://twitter.com/theNASEM/status/1371839981589782541
[2] https://www.scientificamerican.com/article/scarcity-of-covid-shots-might-boost-demand-among-the-vaccine-hesitant/
[2] https://www.scientificamerican.com/article/ultracold-quantum-collisions-have-been-achieved-in-space-for-the-first-time/
[2] https://www.scientificamerican.com/podcast/episode/national-parks-nature-walk-episode-1-rocky-mountains/
[2] https://www.eventbrite.com/e/climate-conversations-climate-covid-19-tickets-142742949003
[1] https://watch.eventive.org/pictureascientist/play/6021897c986de7005b5a6f54
[1] https://www.scientificamerican.com/article/water-on-mars-may-be-trapped-in-the-planets-crust-not-lost-to-space/

Top URLs in Tweet in G4:
[27] https://twitter.com/sciam/status/1371902106685349888
[1] https://twitter.com/i/web/status/1372421191571492864
[1] https://twitter.com/i/web/status/1371997272297369600
[1] https://twitter.com/i/web/status/1372240805755301889
[1] https://twitter.com/i/web/status/1372198852363575298
[1] https://twitter.com/i/web/status/1372195533138321411
[1] https://twitter.com/AdrianNormanDC/status/1372014140299087877?s=20

Top URLs in Tweet in G5:
[17] https://twitter.com/sciam/status/1371902106685349888
[2] https://womenssportspolicy.org/the-resolution/
[2] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs40279-020-01389-3
[1] https://twitter.com/i/web/status/1372049047473725441
[1] https://twitter.com/i/web/status/1371915395561586694
[1] https://twitter.com/i/web/status/1372699991345668096
[1] https://twitter.com/i/web/status/1372066760829112322
[1] https://twitter.com/i/web/status/1372094174833614851
[1] https://twitter.com/i/web/status/1371904672399773700
[1] https://twitter.com/i/web/status/1371906755660148736

Top URLs in Tweet in G6:
[7] https://babyawacs.wordpress.com/2021/03/17/phys-physics-sciam-science-sciam-science-sciam-nature-naturephysics-energy-energy-https-physicswo-rld-com-a-proton-contains-more-anti-down-quarks-than-anti-up-this-means/
[2] https://babyawacs.wordpress.com/2021/03/20/llnl-llnl-positron-electron-pair-generator-science-s-icam-science-sciam-energy-energy-atom-https-www-futu-retimeline-net-blog-2021-03-13-antimatter-production-breakthrough-ht/
[1] https://twitter.com/i/web/status/1371810536095105027
[1] https://twitter.com/Fermilab/status/1372202573755789313
[1] https://twitter.com/Fermilab/status/1373303825772249091
[1] https://twitter.com/i/web/status/1372219020695461895
[1] https://twitter.com/i/web/status/1371989405880229890
[1] https://www.llnl.gov/news/research-uncovers-missing-physics-explosive-hotspots
[1] https://twitter.com/i/web/status/1372927747442495498
[1] https://twitter.com/jopan1/status/1373261406066327552?s=19

Top URLs in Tweet in G7:
[31] https://www.scientificamerican.com/podcast/episode/ai-can-now-debate-with-humans-and-sometimes-convince-them-too/?utm_content=bufferb5cc9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[25] https://www.scientificamerican.com/podcast/episode/ai-can-now-debate-with-humans-and-sometimes-convince-them-too/
[24] https://www.scientificamerican.com/article/an-ibm-ai-debates-humans-but-its-not-yet-the-deep-blue-of-oratory/
[8] https://www.scientificamerican.com/article/will-quantum-computers-truly-serve-humanity/?utm_content=buffer41b96&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.choice360.org/webinars/when-you-picture-a-scientist-who-do-you-see/
[1] https://twitter.com/i/web/status/1373394880840486914
[1] https://www.scientificamerican.com/podcast/episode/ai-can-now-debate-with-humans-and-sometimes-convince-them-too/?utm_sq=gonj26mlxk
[1] https://twitter.com/i/web/status/1373319203751661577
[1] https://www.scientificamerican.com/article/why-does-dna-spontaneously-mutate-quantum-physics-might-explain/
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-mathematics-of-how-connections-become-global%2F

Top URLs in Tweet in G8:
[61] https://twitter.com/sciam/status/1371902106685349888
[12] https://twitter.com/sciam/status/1372608750159233026
[6] https://twitter.com/sciam/status/1372966584097067009
[4] https://twitter.com/sciam/status/1372201585846185985
[4] https://twitter.com/sciam/status/1372287373552287748
[4] https://twitter.com/sciam/status/1372634853766803458
[4] https://twitter.com/sciam/status/1373377247084744711
[3] https://twitter.com/sciam/status/1372603108849770503
[2] https://sciam.com.br/crescimento-de-problemas-reprodutivos-em-homens-e-mulheres-em-todo-mundo-preocupa-medicos/
[2] https://twitter.com/sciam/status/1357036753488654338

Top URLs in Tweet in G9:
[4] https://twitter.com/sciam/status/1372287373552287748
[1] https://twitter.com/i/web/status/1372356050649817088
[1] https://www.youtube.com/watch?v=hC3VTgIPoGU&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Four-bodies-replace-billions-of-cells-every-day%2F
[1] https://twitter.com/i/web/status/1372217019458797570
[1] https://www.youtube.com/watch?v=9pbcUDt-rwQ


Top Domains
Top Domains in Tweet in Entire Graph:
[1765] twitter.com
[855] scientificamerican.com
[15] youtube.com
[12] wedonthavetime.org
[11] com.br
[9] wordpress.com
[9] springer.com
[7] uncommongroundmedia.com
[7] bmj.com
[5] boysvswomen.com

Top Domains in Tweet in G1:
[631] scientificamerican.com
[292] twitter.com
[4] apple.news
[3] blogspot.com
[3] youtube.com
[2] metapress.com
[2] geneticliteracyproject.org
[2] livescience.com
[1] choice360.org
[1] wasapower.fi

Top Domains in Tweet in G2:
[928] twitter.com
[6] springer.com
[6] youtube.com
[5] bmj.com
[5] uncommongroundmedia.com
[3] quillette.com
[3] wired.com
[3] cornell.edu
[3] co.uk
[3] boysvswomen.com

Top Domains in Tweet in G3:
[50] twitter.com
[43] scientificamerican.com
[2] eventbrite.com
[1] eventive.org
[1] springernature.com
[1] gotowebinar.com
[1] bit.ly
[1] cms.gov

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

Top Domains in Tweet in G5:
[219] twitter.com
[3] womenssportspolicy.org
[2] bmj.com
[2] springer.com
[2] nih.gov
[1] boysvswomen.com
[1] usatoday.com
[1] titleixschools.com
[1] iwf.org
[1] theguardian.com

Top Domains in Tweet in G6:
[10] twitter.com
[9] wordpress.com
[1] llnl.gov
[1] scientificamerican.com
[1] plos.org
[1] scienceseeker.org

Top Domains in Tweet in G7:
[95] scientificamerican.com
[4] choice360.org
[3] twitter.com
[1] reddit.com

Top Domains in Tweet in G8:
[111] twitter.com
[8] scientificamerican.com
[3] com.br
[1] uncommongroundmedia.com
[1] amazonaws.com
[1] google.com

Top Domains in Tweet in G9:
[5] twitter.com
[1] youtube.com

Top Domains in Tweet in G10:
[1] scientificamerican.com
[1] twitter.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[123] trans
[100] ai
[33] science
[32] debate
[31] convince
[31] fintech
[25] machinelearning
[24] stem
[22] nlp
[19] iiot



Top Hashtags in Tweet in G1:
[8] scicomm
[6] science
[6] covid19
[5] ai
[5] natgas
[5] antarctic
[4] c2awards
[4] yourcancer
[4] edcs
[4] chemistry

Top Hashtags in Tweet in G2:
[114] trans
[2] unscientificamerican
[1] science
[1] activism
[1] transwomenarewomen
[1] transrightsarehumanrights
[1] ratio
[1] theyneveranswer
[1] savetitleix
[1] misogynist

Top Hashtags in Tweet in G3:
[13] science
[5] climateconversations
[4] birder
[4] asmr
[4] covid19
[4] pharma
[2] mathematics
[2] trans
[2] climatechange
[1] c2awards

Top Hashtags in Tweet in G5:
[7] sexnotgender
[5] teambiology
[5] savewomenssports
[5] factsnotfeelings
[5] realitynotdelusion
[3] trans
[2] titleix
[1] sexdiscrimination
[1] selfid
[1] pseudoscience

Top Hashtags in Tweet in G6:
[2] newatom
[2] newelectron
[2] i
[2] interesting
[2] covid
[1] symmetrymag
[1] quantamag
[1] abstracthumour
[1] about
[1] plutonium

Top Hashtags in Tweet in G7:
[95] ai
[31] debate
[31] convince
[31] fintech
[24] machinelearning
[22] nlp
[20] stem
[19] iiot
[19] python
[19] 100daysofcode

Top Hashtags in Tweet in G8:
[1] yhwh
[1] staythefuckhome
[1] twtsociológico
[1] ualberta
[1] savewomenssports
[1] savewomen
[1] stopaapihate
[1] transrightsarehumanrights
[1] dna
[1] mutation

Top Hashtags in Tweet in G9:
[1] maps
[1] directions
[1] space
[1] orientation
[1] esri
[1] dimension
[1] explore
[1] travel
[1] humanevolution
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[5672] sciam
[3726] jack_turban
[1899] girls
[1330] biological
[911] play
[795] force
[782] attempts
[755] sports
[751] women
[730] boys

Top Words in Tweet in G1:
[1752] sciam
[614] jack_turban
[180] girls
[174] scientific
[168] science
[115] quantum
[110] women
[106] sports
[99] pandemic
[98] vaccines

Top Words in Tweet in G2:
[2361] jack_turban
[2314] sciam
[608] greg_enright
[328] tye90778302
[311] girls
[290] sports
[245] 1stpete
[223] trans
[204] women
[203] michael_donelan

Top Words in Tweet in G3:
[532] laurahelmuth
[525] girls
[522] transgender
[271] sports
[269] women
[265] female
[264] play
[263] force
[262] attempts
[261] epidemic

Top Words in Tweet in G4:
[1075] biological
[753] girls
[402] boys
[392] against
[365] play
[365] attacks
[364] benshapiro
[358] unconscionable
[357] attempts
[357] force

Top Words in Tweet in G5:
[855] sciam
[661] jack_turban
[266] fondofbeetles
[114] women
[101] miroandrej
[98] girls
[93] scientific
[92] coraxvalkyria
[91] scienceofsport
[87] science

Top Words in Tweet in G6:
[55] sciam
[22] science
[22] energy
[20] nature
[7] symmetrymag
[7] quantamagazine
[6] 43
[6] sciencemagazine
[6] newscientist
[6] wonderful

Top Words in Tweet in G7:
[102] humans
[95] #ai
[81] sciam
[75] sometimes
[74] ai
[44] debate
[44] convince
[39] ibm
[34] debates
[34] deep

Top Words in Tweet in G8:
[21] science
[13] scientific
[9] sports
[8] people
[8] girls
[7] american
[7] transgender
[6] sciam
[6] empathy
[5] women

Top Words in Tweet in G9:
[12] sciam
[6] livescience
[5] natgeo
[5] check
[5] recent
[5] story
[5] picked
[4] nicolettaml
[3] wired
[3] laurahelmuth

Top Words in Tweet in G10:
[90] erictopol
[87] 80
[87] days
[87] science
[87] regenerative
[87] operations
[87] human
[87] body
[87] something
[87] marvel

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2556] sciam,jack_turban
[913] jack_turban,sciam
[788] girls,play
[774] attempts,force
[771] biological,girls
[608] greg_enright,sciam
[554] transgender,girls
[397] biological,boys
[389] against,biological
[385] play,against

Top Word Pairs in Tweet in G1:
[497] sciam,jack_turban
[115] jack_turban,sciam
[79] sciam,scientific
[74] scientific,research
[74] research,provided
[74] provided,lot
[74] lot,knowledge
[74] knowledge,manage
[74] manage,pandemic
[74] pandemic,vaccines

Top Word Pairs in Tweet in G2:
[1608] sciam,jack_turban
[608] greg_enright,sciam
[566] jack_turban,sciam
[321] tye90778302,greg_enright
[237] 1stpete,tye90778302
[182] michael_donelan,greg_enright
[156] lovecraft1492,1stpete
[128] attempts,force
[128] girls,play
[120] jack_turban,attempts

Top Word Pairs in Tweet in G3:
[520] transgender,girls
[263] female,sports
[262] attempts,force
[262] girls,play
[260] epidemic,transgender
[260] girls,women
[260] women,dominating
[260] dominating,female
[260] sports,attempts
[260] force,transgender

Top Word Pairs in Tweet in G4:
[714] biological,girls
[359] girls,play
[359] biological,boys
[358] play,against
[357] attempts,force
[357] force,biological
[357] against,biological
[357] boys,unconscionable
[357] unconscionable,attacks
[357] attacks,biological

Top Word Pairs in Tweet in G5:
[390] sciam,jack_turban
[214] jack_turban,sciam
[100] miroandrej,jack_turban
[97] fondofbeetles,sciam
[86] jack_turban,thelancet
[82] sciam,fondofbeetles
[69] scienceofsport,coraxvalkyria
[65] thelancet,fondofbeetles
[59] feline_charm,sciam
[57] fair,competition

Top Word Pairs in Tweet in G6:
[15] sciam,sciam
[12] sciam,nature
[8] sciam,science
[7] symmetrymag,quantamagazine
[7] quantamagazine,sciam
[7] nature,energy
[5] science,sciam
[5] science,science
[4] unifies,einstein
[4] einstein,quantum

Top Word Pairs in Tweet in G7:
[75] humans,sometimes
[44] debate,humans
[44] sometimes,convince
[43] ai,debate
[34] ibm,#ai
[34] #ai,debates
[34] deep,blue
[34] blue,oratory
[31] ai,#debate
[31] #debate,humans

Top Word Pairs in Tweet in G8:
[7] scientific,american
[4] transgender,girls
[3] trans,women
[3] female,sports
[2] compete,against
[2] abandoned,science
[2] women,sports
[2] women's,sports
[2] jack,turban
[2] male,female

Top Word Pairs in Tweet in G9:
[5] check,recent
[5] recent,livescience
[5] livescience,story
[5] story,picked
[5] picked,sciam
[4] nicolettaml,check
[3] natgeo,sciam
[2] aguplanetary,lizalester
[2] lizalester,theagu
[2] theagu,esa_org

Top Word Pairs in Tweet in G10:
[87] 80,days
[87] days,science
[87] science,regenerative
[87] regenerative,operations
[87] operations,human
[87] human,body
[87] body,something
[87] something,marvel
[86] erictopol,80
[5] sciam,christiansenjen

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@jack_turban
@superhumanity
@marlow_alexa
@radfemme74
@konev1944
@dannymelendezb
@thatbrass
@sarahlarocque_
@greg_enright

Top Replied-To in G1:
@sciam
@jack_turban
@michaelewebber
@horganism
@deschscoveries
@javiergrand
@theflowernurse
@babyboomerwritr
@mggarciab
@stevenjfrisch

Top Replied-To in G2:
@superhumanity
@sciam
@marlow_alexa
@radfemme74
@jack_turban
@konev1944
@dannymelendezb
@sarahlarocque_
@greg_enright
@thaliasmokey

Top Replied-To in G3:
@laurahelmuth
@mdfullermd
@paidsucks
@sciam
@splatterdaddy
@boutthembirds
@newbernwolf
@sophiebushwick
@blairking_ca
@cm01647759

Top Replied-To in G4:
@sciam
@bjetpilot
@benshapiro
@realraviolius
@logosaetos
@jack_turban
@conservmillen

Top Replied-To in G5:
@sciam
@thatbrass
@jack_turban
@feline_charm
@raegun2k
@fondofbeetles
@hjoycegender
@liesl_65
@boysvswomen
@dnmaher

Top Replied-To in G6:
@fermilab
@symmetrymag
@rainmaker1973
@livermore_lab
@newscientist
@universal_sci
@lifeboathq
@peter_shilton
@physicsworld
@iaeaorg

Top Replied-To in G7:
@spirosmargaris
@proquest
@pakinamamer

Top Replied-To in G9:
@guardianscience
@royalfamily
@savourschoolsnj
@chrisstringer65

Top Replied-To in G10:
@erictopol

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@jack_turban
@greg_enright
@laurahelmuth
@benshapiro
@fondofbeetles
@tye90778302
@1stpete
@michael_donelan
@lovecraft1492

Top Mentioned in G1:
@sciam
@jack_turban
@deschscoveries
@annaleen
@appcpenn
@sandrasoojinlee
@michaelewebber
@horganism
@matt_greenwings
@annenbergpenn

Top Mentioned in G2:
@jack_turban
@sciam
@greg_enright
@tye90778302
@1stpete
@michael_donelan
@lovecraft1492
@runchiec
@fondofbeetles
@kraegkust

Top Mentioned in G3:
@laurahelmuth
@sciam
@astrokatie
@drericding
@gordpennycook
@agawrylewski
@dg_rand
@boutthembirds
@jack_turban
@jeffdelviscio

Top Mentioned in G4:
@benshapiro
@mattwalshblog
@conservmillen
@adriannormandc
@jack_turban
@sciam
@elizapetch
@wokal_distance
@logosaetos
@fondofbeetles

Top Mentioned in G5:
@sciam
@jack_turban
@fondofbeetles
@miroandrej
@coraxvalkyria
@thelancet
@scienceofsport
@boysvswomen
@hjoycegender
@bleedinheart2md

Top Mentioned in G6:
@sciam
@energy
@nature
@science
@sciencemagazine
@quantamagazine
@alberteinstein
@space_station
@newscientist
@sciencenews

Top Mentioned in G7:
@sciam
@spirosmargaris
@pakinamamer
@marcusborba
@proquest
@paula_piccard
@sustainhistory
@ibm
@polislse
@illyitk

Top Mentioned in G8:
@neurosocialself

Top Mentioned in G9:
@sciam
@livescience
@natgeo
@nicolettaml
@wired
@laurahelmuth
@guardian
@aguplanetary
@lizalester
@theagu

Top Mentioned in G10:
@erictopol
@sciam
@christiansenjen
@markfischetti
@ignaciogarzonp
@stephenfry
@qikipedia

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@jurylady5
@threadreaderapp
@rk70534
@kanekos69
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@yarosisnancy

Top Tweeters in G1:
@rk70534
@chidambara09
@world_news_eng
@rosenchild
@cordwainerscat
@estarianne
@viralvideovlogs
@emccoy_writer
@peta
@laura78703

Top Tweeters in G2:
@johangreg
@mrkalman
@drmaggiesa
@trexpushups
@holybullies
@sandrahelena39
@libertylynx
@johnoeffinger75
@trumpstertrash
@keith4change

Top Tweeters in G3:
@threadreaderapp
@homegypsy
@cipherequality
@lizditz
@jjj5819
@nihaustin
@sinemetuvivere
@happysorceress
@robbychu
@dmellieon

Top Tweeters in G4:
@al_sportslover
@schwingcat
@smokeydogg777
@ajbuck85
@akifj
@epeterd916
@mlas
@nc_24
@shail67330119
@omnipangolin

Top Tweeters in G5:
@kanekos69
@chantelldawnsny
@lesleygsmith3
@victorb123
@mr_spock
@mrmalky
@real_dr_roy
@nvania
@umbrios
@katnl

Top Tweeters in G6:
@b1e56df9ce6549f
@business
@time
@forbes
@nytimesworld
@thetimes
@rainmaker1973
@scienmag
@dubengeldu
@post_liberal

Top Tweeters in G7:
@cybersec_feeds
@femtech_
@xaelbot
@thedeveloperbot
@calcaware
@ssxman2
@trendsinai
@hubofml
@code_convention
@womencodersbot

Top Tweeters in G8:
@mile_by_mile
@jonlustig
@perroimpostor
@neurosocialself
@colorblindk1d
@analgesicsleep
@estate4
@araised_eyebrow
@marewho
@gimblin

Top Tweeters in G9:
@guardian
@thesun
@telegraph
@bbcworld
@bythesea66
@theatlantic
@rollingstone
@scientiapercept
@wired
@newyorker

Top Tweeters in G10:
@jurylady5
@njdoc
@gadflyquebec
@midusamom
@euphoriceuler
@ayirpelle
@syawal
@eilonwy24
@erinofalaska
@vivirsinalergia


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