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sciam_2019-09-11_04-02-31.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Description:
Description
The graph represents a network of 4,685 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 Wednesday, 11 September 2019 at 11:04 UTC.

The requested start date was Tuesday, 10 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 7-hour, 11-minute period from Wednesday, 04 September 2019 at 16:49 UTC to Tuesday, 10 September 2019 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 : 4685
Unique Edges : 6041
Edges With Duplicates : 4972
Total Edges : 11013
Number of Edge Types : 3
Mentions : 9578
Replies to : 993
Tweet : 442
Self-Loops : 442
Reciprocated Vertex Pair Ratio : 0.0263774912075029
Reciprocated Edge Ratio : 0.0513992004568818
Connected Components : 230
Single-Vertex Connected Components : 170
Maximum Vertices in a Connected Component : 4326
Maximum Edges in a Connected Component : 10557
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.826529
Graph Density : 0.000319168230457326
Modularity : 0.475649
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[290] https://www.scientificamerican.com/article/how-misinformation-spreads-and-why-we-trust-it/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218750685=1
[170] https://twitter.com/sciam/status/1168904503673937921
[119] https://www.scientificamerican.com/article/contaminant-that-may-be-causing-the-mysterious-vaping-related-illnesses-found/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218899509=1
[85] https://www.scientificamerican.com/article/studying-the-superhuman/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218786609=1
[83] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-to-get-better-at-embracing-unknowns%2F
[67] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-misinformation-spreads-and-why-we-trust-it%2F
[46] https://www.scientificamerican.com/article/how-misinformation-spreads-and-why-we-trust-it/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219051649=1
[45] https://www.scientificamerican.com/article/what-chili-peppers-can-teach-us-about-pain/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218838031=1
[38] https://www.scientificamerican.com/article/even-if-injection-of-fracking-wastewater-stops-quakes-wont/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219023781=1
[31] https://www.scientificamerican.com/article/natural-disasters-by-location-rich-leave-and-poor-get-poorer/?amp;text=Natural

Top URLs in Tweet in G1:
[285] https://www.scientificamerican.com/article/how-misinformation-spreads-and-why-we-trust-it/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218750685=1
[108] https://www.scientificamerican.com/article/contaminant-that-may-be-causing-the-mysterious-vaping-related-illnesses-found/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218899509=1
[74] https://www.scientificamerican.com/article/studying-the-superhuman/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218786609=1
[66] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-to-get-better-at-embracing-unknowns%2F
[60] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-misinformation-spreads-and-why-we-trust-it%2F
[42] https://www.scientificamerican.com/article/how-misinformation-spreads-and-why-we-trust-it/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219051649=1
[42] https://www.scientificamerican.com/article/what-chili-peppers-can-teach-us-about-pain/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218838031=1
[32] https://www.scientificamerican.com/article/even-if-injection-of-fracking-wastewater-stops-quakes-wont/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219023781=1
[22] https://www.scientificamerican.com/article/spaceflight-alters-the-gut-microbes-of-mice-and-men/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218786490=1
[19] https://www.scientificamerican.com/article/test-pilot-geese-planetary-wrecking-balls-and-super-ai-vision-the-weeks-best-science-gifs1/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218903466=1

Top URLs in Tweet in G2:
[2] https://www.scientificamerican.com/article/how-to-get-better-at-embracing-unknowns/
[1] https://twitter.com/kylegriffin1/status/1171143914914484225
[1] https://www.sciencealert.com/this-radical-experiment-shows-how-life-s-chemistry-could-have-begun-in-deep-space
[1] https://twitter.com/i/web/status/1171169124535472134
[1] https://byq6z.app.goo.gl/wuVnJ
[1] https://www.nbcnews.com/news/latin-america/after-fires-ravaged-amazon-faith-leaders-join-indigenous-people-land-n1051471
[1] https://twitter.com/GretchenTG/status/1050135074069458945
[1] https://blogs.scientificamerican.com/observations/we-cant-take-the-science-out-of-our-clean-air-standards/
[1] https://twitter.com/sciam/status/1169218612793610241
[1] https://www.rawstory.com/2019/09/an-outright-lie-us-businessman-rages-at-trump-over-china-tariff-claims/#.XXZ-udnq-QA.twitter

Top URLs in Tweet in G3:
[6] https://www.scientificamerican.com/article/india-loses-contact-with-lunar-lander/
[4] https://www.scientificamerican.com/article/how-misinformation-spreads-and-why-we-trust-it/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218750685=1
[2] https://www.scientificamerican.com/article/can-spaceflight-save-the-planet/
[1] https://twitter.com/i/web/status/1170082153658535936
[1] https://www.scientificamerican.com/article/what-chili-peppers-can-teach-us-about-pain/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218838031=1
[1] https://www.scientificamerican.com/article/how-misinformation-spreads-and-why-we-trust-it/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219051649=1
[1] https://twitter.com/i/web/status/1169944105289474048
[1] https://twitter.com/i/web/status/1169945077214535681
[1] https://twitter.com/i/web/status/1169982505014976512
[1] https://twitter.com/i/web/status/1169945258806915073

Top URLs in Tweet in G4:
[22] https://twitter.com/sciam/status/1169641423286755331
[16] https://twitter.com/sciam/status/1171166462997913600
[14] https://twitter.com/sciam/status/1169997823624060928
[10] https://twitter.com/sciam/status/1171106149778829312
[8] https://twitter.com/sciam/status/1169581005210030080
[6] http://sciam.uol.com.br/pesquisadores-desenvolvem-nanovacina-eficaz-contra-cancer-de-pele/
[5] https://twitter.com/sciam/status/1169273699167604737
[5] https://twitter.com/sciam/status/1169353523022245889
[5] https://twitter.com/sciam/status/1169656086674251781
[5] https://twitter.com/sciam/status/1169703596050571264

Top URLs in Tweet in G5:
[2] https://babyawacs.wordpress.com/2019/09/08/electron-not-a-ball-or-a-halfshelled-cloud-ofmystery-an-intrinsic-nucleis-chargeimbalance-spiked-out-along-wineglass-physics-mathematics-rss-sorbonne-rss-sciam-history-iterwomen-iterorg/
[2] https://babyawacs.wordpress.com/2019/09/08/any-odd-temperature-plasmaheating-thresholds-making-alot-more-sense-w-wine-glass-now-chemistry-physics-mathematics-rss-sorbonne-rss-sciam-losalamosnatlab-history-iterwomen-iterorg/
[2] https://babyawacs.wordpress.com/2019/09/08/any-energyform-exciting-nuclei-thresholds-oddities-are-there-chemistry-physics-mathematics-rss-sorbonne-rss-sciam-losalamosnatlab-history-iterwomen-iterorg-culham-culham-japan-sc/
[1] https://twitter.com/i/web/status/1170463644188127232
[1] https://twitter.com/i/web/status/1170464077312868365
[1] https://twitter.com/i/web/status/1170469168937865216
[1] https://twitter.com/i/web/status/1170633490133467137
[1] https://twitter.com/i/web/status/1170636003968737281
[1] https://twitter.com/i/web/status/1170682937936941057
[1] https://twitter.com/i/web/status/1170989313133305858

Top URLs in Tweet in G6:
[153] https://twitter.com/sciam/status/1168904503673937921
[1] https://twitter.com/i/web/status/1170493640008822785

Top URLs in Tweet in G7:
[2] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Feveryone-is-an-agent-in-the-new-information-warfare%2F
[2] https://www.scientificamerican.com/page/newsletter-sign-up/?origincode=2017_sciam_tw-health&utm_source=twitter&utm_medium=social&utm_campaign=lead-ads&utm_content=link&utm_term=SA_ENGMT_Newsletter&utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218824295=1
[2] https://www.scientificamerican.com/article/spaceflight-alters-the-gut-microbes-of-mice-and-men/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218786490=1
[1] https://www.scientificamerican.com/article/particle-robots-work-together-to-perform-tasks/
[1] https://www.scientificamerican.com/article/studying-the-superhuman/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218786609=1
[1] https://www.scientificamerican.com/article/even-if-injection-of-fracking-wastewater-stops-quakes-wont/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219023781=1
[1] https://www.usaeservice.com/2019/09/social-responsibility-management-ethics.html
[1] https://www.usaeservice.com/2019/08/flexible-systems-management-study-notes.html
[1] https://www.usaeservice.com/2019/08/managing-in-global-environment.html
[1] https://www.usaeservice.com/2019/08/managerial-management-skills-study.html

Top URLs in Tweet in G8:
[14] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-to-get-better-at-embracing-unknowns%2F
[2] https://blogs.scientificamerican.com/observations/robert-mueller-wanted-the-facts-to-speak-for-themselves-bad-move/?amp
[2] https://www.scientificamerican.com/article/how-to-get-better-at-embracing-unknowns/
[2] https://www.scientificamerican.com/article/earths-orbital-shifts-may-have-triggered-ancient-global-warming/?amp
[2] https://twitter.com/sciam/status/1169273699167604737
[1] https://twitter.com/i/web/status/1168633583591989250
[1] https://twitter.com/i/web/status/1168891120878854146
[1] https://twitter.com/i/web/status/1171087875204685824
[1] https://blogs.scientificamerican.com/observations/scientists-need-to-talk-to-the-public/?amp;text=Scientists
[1] https://blogs.scientificamerican.com/observations/the-international-space-station-is-more-valuable-than-many-people-realize/?amp

Top URLs in Tweet in G9:
[8] https://twitter.com/sciam/status/1168904503673937921
[5] https://blogs.scientificamerican.com/observations/scientists-have-been-underestimating-the-pace-of-climate-change/
[1] https://twitter.com/i/web/status/1168939946620723204
[1] https://twitter.com/i/web/status/1169018921468538880
[1] https://twitter.com/i/web/status/1170028607047118849
[1] https://twitter.com/i/web/status/1170029076586868737
[1] https://twitter.com/i/web/status/1170030305786433536
[1] https://twitter.com/i/web/status/1170068504772587520
[1] https://twitter.com/ThiagoMaia2503/status/1168942079772438528?s=19
[1] https://tambonthongchai.com/2019/08/01/tropical-cyclones-climate-change/

Top URLs in Tweet in G10:
[6] http://sciam.uol.com.br/usp-oferece-curso-gratuito-de-introducao-a-evolucao-humana/
[4] http://sciam.uol.com.br/projeto-que-quer-criar-tabela-periodica-de-celulas-humanas-chega-ao-brasil/
[4] https://twitter.com/sciam/status/1169716835140460546
[3] http://sciam.uol.com.br/pesquisadores-desenvolvem-nanovacina-eficaz-contra-cancer-de-pele/
[3] http://sciam.uol.com.br/tyrannosaurus-rex-tinha-um-ar-condicionado-no-cranio-sugere-novo-estudo/
[3] http://sciam.uol.com.br/percepcao-humana-de-cores-nao-depende-inteiramente-da-linguagem/
[2] https://www.scientificamerican.com/article/earths-orbital-shifts-may-have-triggered-ancient-global-warming/
[2] http://sciam.uol.com.br/resistencia-em-bacterias-pode-se-espalhar-mesmo-sem-o-uso-de-antibioticos/
[2] http://sciam.uol.com.br/humanos-moldaram-o-cerebro-de-caes/
[2] https://www.youtube.com/watch?v=hx7cspjwvHM&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[1659] scientificamerican.com
[951] twitter.com
[59] com.br
[13] youtube.com
[9] geneticliteracyproject.org
[8] blogspot.com
[6] wordpress.com
[5] medicbuddies.com
[5] faveeo.com
[4] wikipedia.org

Top Domains in Tweet in G1:
[1278] scientificamerican.com
[117] twitter.com
[5] blogspot.com
[4] youtube.com
[4] wikipedia.org
[2] marscross.com
[2] cmun.it
[2] cgiar.org
[1] caveat.nyc
[1] artofproblemsolving.com

Top Domains in Tweet in G2:
[20] twitter.com
[4] scientificamerican.com
[1] sciencealert.com
[1] goo.gl
[1] nbcnews.com
[1] rawstory.com
[1] modernfarmer.com
[1] politico.com
[1] sciencenews.org
[1] klobart.com

Top Domains in Tweet in G3:
[40] twitter.com
[18] scientificamerican.com

Top Domains in Tweet in G4:
[170] twitter.com
[72] scientificamerican.com
[25] com.br
[5] medicbuddies.com
[1] blogspot.com
[1] clearstrategy.ie

Top Domains in Tweet in G5:
[22] twitter.com
[6] wordpress.com
[6] scientificamerican.com
[1] raspberryshake.org
[1] nih.gov

Top Domains in Tweet in G6:
[154] twitter.com

Top Domains in Tweet in G7:
[10] scientificamerican.com
[4] usaeservice.com
[2] twitter.com

Top Domains in Tweet in G8:
[23] scientificamerican.com
[10] twitter.com
[1] stephenbrooks.org

Top Domains in Tweet in G9:
[90] twitter.com
[5] scientificamerican.com
[3] tambonthongchai.com

Top Domains in Tweet in G10:
[31] twitter.com
[26] com.br
[11] scientificamerican.com
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] science
[48] isscr
[43] bestsciencegifs
[34] fgm
[17] sciam
[17] iot
[14] globalwarming
[14] astronomy
[14] space
[13] dataviz



Top Hashtags in Tweet in G1:
[17] science
[14] iot
[11] globalwarming
[8] history
[8] earth
[8] orbitalshifts
[7] technology
[7] inspirechallenge
[5] artificialintelligence
[4] climate

Top Hashtags in Tweet in G2:
[4] climatechange
[2] loonshots
[2] wednesdayafternoon
[2] climatechangeisreal
[2] hurricanes
[1] unitebehindthescience
[1] lenr
[1] larenciosmusic
[1] electklobachar
[1] climatechangeguy

Top Hashtags in Tweet in G3:
[6] chandrayaan2
[1] technologytransferprogram
[1] misinformation

Top Hashtags in Tweet in G4:
[21] science
[11] sciam
[10] nasa
[9] spaceflight
[9] moon2mars
[9] scienceed
[9] scienceteacher
[9] astronomy
[9] mars
[9] stem

Top Hashtags in Tweet in G5:
[4] decades
[2] electron
[2] wineglass
[2] and
[2] of
[2] voodoo
[2] fixed
[2] temperature
[2] plasmaheating
[2] w

Top Hashtags in Tweet in G8:
[9] dataviz
[5] scicomm
[3] datavisualization
[2] facts
[2] uncertainty
[2] globalwarming
[2] paleoclimate
[2] climatedynamics
[1] exploration
[1] space

Top Hashtags in Tweet in G9:
[2] agw

Top Hashtags in Tweet in G10:
[5] science
[4] maislidasagosto
[1] climatechange
[1] history
[1] earth
[1] orbitalshifts
[1] globalwarming
[1] histstm
[1] philsci

Top Words
Top Words in Tweet in Entire Graph:
[3127] Words in Sentiment List#1: Positive
[3419] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[84567] Non-categorized Words
[91113] Total Words
[3880] sciam
[407] science
[361] social
[345] media
[319] false

Top Words in Tweet in G1:
[2139] sciam
[307] social
[294] media
[290] false
[287] belief
[286] proliferation
[286] scale
[285] facilitated
[285] unprecedented
[251] dishonesty

Top Words in Tweet in G2:
[63] sciam
[22] harvardchansph
[21] high
[20] harvard
[20] increase
[19] doses
[19] b
[19] vitamins
[19] risk
[19] hip

Top Words in Tweet in G3:
[202] sciam
[90] leebillings
[85] squigglyvolcano
[67] space
[63] earth
[62] mars
[61] tech
[60] save
[60] already
[59] now

Top Words in Tweet in G4:
[98] sciam
[22] s
[21] #science
[15] mind
[14] more
[14] e
[13] up
[12] sign
[12] newsletter
[11] science

Top Words in Tweet in G5:
[76] sciam
[34] scientists
[33] apsphysics
[28] culham
[28] learn
[28] build
[28] seismograph
[28] tool
[28] used
[28] study

Top Words in Tweet in G6:
[153] junkscience
[153] hurricanes
[152] lie
[152] trend
[152] major
[152] land
[152] falling
[7] sciam
[2] invent
[2] storms

Top Words in Tweet in G7:
[208] system
[104] cluster
[103] researchers
[103] developed
[103] robotic
[103] multiple
[103] units
[103] operate
[103] each
[103] particle

Top Words in Tweet in G8:
[84] jessicahullman
[81] sciam
[76] uncertainty
[44] topic
[40] article
[37] research
[36] open
[36] hope
[36] more
[35] vis

Top Words in Tweet in G9:
[180] sciam
[121] jmo1822
[117] carbongate
[109] friendsoscience
[109] adroittechsys
[105] can_climate_guy
[81] thiagomaia2503
[59] climaterealists
[53] thongch34759935
[52] cc101_

Top Words in Tweet in G10:
[90] sciam
[74] horganism
[25] science
[22] scientific
[20] universe
[16] everything
[16] sciambrasil
[15] questions
[14] mind
[12] pluralism

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[331] social,media
[309] media,facilitated
[309] facilitated,proliferation
[309] false,belief
[308] proliferation,false
[308] belief,unprecedented
[308] unprecedented,scale
[297] sciam,social
[166] black,hole
[165] sciam,first

Top Word Pairs in Tweet in G1:
[291] social,media
[286] sciam,social
[285] media,facilitated
[285] facilitated,proliferation
[285] proliferation,false
[285] false,belief
[285] belief,unprecedented
[285] unprecedented,scale
[151] sciam,first
[150] 3,million

Top Word Pairs in Tweet in G2:
[19] high,doses
[19] doses,b
[19] b,vitamins
[19] vitamins,increase
[19] increase,risk
[19] risk,hip
[19] hip,fractures
[19] fractures,according
[19] according,recent
[19] recent,study

Top Word Pairs in Tweet in G3:
[58] save,earth
[56] sciam,india
[56] lunar,lander
[56] fly,mars
[56] mars,stay
[56] stay,save
[56] earth,ourselves
[56] ourselves,choose
[56] choose,space
[56] space,tech

Top Word Pairs in Tweet in G4:
[12] sign,up
[10] #nasa,#sciam
[9] #spaceflight,#moon2mars
[9] #moon2mars,#scienceed
[9] #scienceed,#science
[9] #science,#scienceteacher
[9] #scienceteacher,#nasa
[9] #sciam,#astronomy
[9] #astronomy,#mars
[9] #mars,#stem

Top Word Pairs in Tweet in G5:
[28] learn,build
[28] build,seismograph
[28] seismograph,tool
[28] tool,used
[28] used,scientists
[28] scientists,study
[28] study,motion
[28] motion,ground
[28] ground,during
[28] during,earthquake

Top Word Pairs in Tweet in G6:
[152] lie,trend
[152] trend,major
[152] major,land
[152] land,falling
[152] falling,hurricanes
[151] junkscience,lie

Top Word Pairs in Tweet in G7:
[103] researchers,developed
[103] developed,robotic
[103] robotic,system
[103] system,multiple
[103] multiple,units
[103] units,operate
[103] operate,cluster
[103] cluster,system
[103] system,each
[103] each,particle

Top Word Pairs in Tweet in G8:
[35] article,uncertainty
[35] uncertainty,vis
[35] vis,sciam
[35] sciam,open
[35] open,few
[35] few,days
[35] days,hope
[35] hope,makes
[35] makes,research
[35] research,topic

Top Word Pairs in Tweet in G9:
[120] jmo1822,sciam
[103] carbongate,can_climate_guy
[100] sciam,carbongate
[59] can_climate_guy,climaterealists
[54] adroittechsys,jmo1822
[52] climaterealists,cc101_
[52] heartlandinst,adroittechsys
[36] cc101_,climatismblog
[35] thiagomaia2503,jmo1822
[34] adroittechsys,thiagomaia2503

Top Word Pairs in Tweet in G10:
[56] horganism,sciam
[11] theoretical,pluralism
[11] pluralism,big
[11] big,scientific
[11] scientific,questions
[11] questions,matter
[11] matter,makes
[11] makes,mind
[11] mind,quantum
[11] quantum,mechanics

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@leebillings
@squigglyvolcano
@janpark05778117
@horganism
@friendsoscience
@scprice5
@adroittechsys
@sense_strand
@kelseyahe

Top Replied-To in G1:
@sciam
@squigglyvolcano
@tylershores
@ddeanjohnson
@jovanevery
@gingerbanks1
@scottsantens
@noelkelly
@supersalestrom
@naomioreskes

Top Replied-To in G2:
@sciam
@forbes
@sciencemagazine
@safibahcall
@yasirwattu
@youtube
@scienceundersec
@abc
@discovermag
@mkduffer

Top Replied-To in G3:
@leebillings
@sciam
@squigglyvolcano
@inspectorplanet
@brandontbishop
@stymie13
@xerdan_design
@bhaatigate
@stevenpbrumby
@mkainsights

Top Replied-To in G5:
@sciam
@science
@energy
@royalsociety
@usatoday
@thecraggus
@ivankatrump
@apsphysics
@frcdc
@richard79360562

Top Replied-To in G6:
@sciam
@junkscience

Top Replied-To in G7:
@mit

Top Replied-To in G8:
@stevenhggns
@aysz88
@kar_amb
@stephenjbrooks
@jessicahullman
@ap
@yadav_supplychn

Top Replied-To in G9:
@friendsoscience
@sciam
@adroittechsys
@thiagomaia2503
@danielmcdonald4
@thongch34759935
@obeam
@infoenerminca1
@lucydoggo
@jmo1822

Top Replied-To in G10:
@horganism
@sciam
@aaron_m_devries
@rahulra94154451
@ken1007tpgcoma1
@roberthwoodman
@perraultsparky
@socradick
@dbrown13
@dougaxe

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@junkscience
@minhtngo
@jmo1822
@carbongate
@mit
@can_climate_guy
@coleyworld
@jwheels208
@adroittechsys

Top Mentioned in G1:
@sciam
@tanyalewis314
@scottsantens
@vamrhein
@gaviseth
@eurogeosciences
@ronald_vanloon
@jordosh
@briansolis
@maximaxoo

Top Mentioned in G2:
@sciam
@harvardchansph
@newscientist
@nytimes
@popsci
@sciencemagazine
@sciencenews
@cnn
@realdonaldtrump
@smithsonian

Top Mentioned in G3:
@sciam
@squigglyvolcano
@leebillings
@astro_jonny
@gernotwagner
@drkatemarvel
@nasa
@spacecapital
@esa
@spaceangels

Top Mentioned in G4:
@c_coolidge
@gracemd2
@southerngemgal

Top Mentioned in G5:
@sciam
@apsphysics
@japan
@iterwomen
@iterorg
@culham
@physics
@rss
@sorbonne
@history

Top Mentioned in G6:
@junkscience
@julie_kelly2
@sciam

Top Mentioned in G7:
@mit
@sciam
@leebillings
@bruceplante5
@nytimes
@stevemirsky
@agbioworld

Top Mentioned in G8:
@jessicahullman
@sciam
@naturenews
@kar_amb
@stevenhggns
@zeitzoff
@yadav_supplychn
@saratomiolo
@chlefhh
@foodskop

Top Mentioned in G9:
@sciam
@jmo1822
@carbongate
@can_climate_guy
@adroittechsys
@friendsoscience
@thiagomaia2503
@climaterealists
@cc101_
@heartlandinst

Top Mentioned in G10:
@sciam
@horganism
@sciambrasil
@kavliprize
@dougaxe
@bhgross144
@bernardokastrup
@roberthwoodman
@lthiggs
@ndotedotb

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@applesupport
@lotsoflovefromm
@souljahsingh
@rjber15
@evankirstel
@twitlertwit
@baarahk
@davidjones720

Top Tweeters in G1:
@sectest9
@souljahsingh
@rjber15
@evankirstel
@baarahk
@davidjones720
@fredkiesche
@ericdemarylebon
@john1966olsen
@paxnostrum

Top Tweeters in G2:
@business
@adunlea
@amazingchevvolt
@morr_1980
@nytimes
@anthropic
@ani
@time
@rt_com
@cnbc

Top Tweeters in G3:
@saragomezaranci
@rand_simberg
@ansisegle
@spacetoday1
@saucedbysally
@herna_santigo
@fabe147gta
@simberg_space
@ccprakay
@allhamia

Top Tweeters in G4:
@lotsoflovefromm
@magicdmw
@c_coolidge
@southerngemgal
@hils_k
@gilmored85
@shonatiger
@alaneyezwide
@srohuan
@riverthistle

Top Tweeters in G5:
@mcdonalds
@pizzahut
@foxnews
@dominos
@usatoday
@wsj
@trekonomicsbot
@vievararosel
@nba
@theeconomist

Top Tweeters in G6:
@dclarediane
@schwingcat
@flwrgardengifts
@mtrushmore2016
@scoutdrayton
@chasrmartin
@admomof3
@laokiekat
@russjensen5
@ericmoo91919605

Top Tweeters in G7:
@aleague88
@alpha1malegroom
@eprsalman
@wayne_effect
@enerphyschem
@scitechmachine
@celticvisionorg
@qualityisarul3
@theworldcitizen
@tarundsnaol

Top Tweeters in G8:
@ap
@clarionledger
@_open_science_
@iwasid
@imagine_garden
@thebiologistisn
@_eleanorina
@naturenews
@paulbradshaw
@glassmanamanda

Top Tweeters in G9:
@pmgeezer
@angelatange65
@vancitystorm
@ronnieressler
@carbongate
@noturbine
@leoniehaimson
@gaylenesass
@jwspry
@friendsoscience

Top Tweeters in G10:
@luisbaram
@rwerkh
@roberthwoodman
@lunarheritage
@jjcrosstrainers
@eliakinsoares
@gechlin63
@mobaruchan
@chewelahboy
@bhgross144