sciam, Twitter, 9/16/2019 3:32:31 AM, 209880


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sciam_2019-09-15_19-48-00.xlsx
sciam_2019-09-15_19-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2019
Short Description:
sciam via NodeXL http://bit.ly/31rbAJ4
@sciam
@astro_jonny
@0zyx
@jens_rabis
@_oldmandownther
@nembotavy_0101
@horganism
@gretathunberg
@ccme_com
@drkatemarvel

Top hashtags:
#crispr
#science
#stem
#ai
#education
#ml
#sciam
#skills
#climatechange
#astronomy

Description:
Description
The graph represents a network of 4,503 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 Monday, 16 September 2019 at 02:49 UTC.

The requested start date was Monday, 16 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 6-day, 5-hour, 7-minute period from Monday, 09 September 2019 at 18:53 UTC to Monday, 16 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 : 4503
Unique Edges : 5772
Edges With Duplicates : 3420
Total Edges : 9192
Number of Edge Types : 3
Mentions : 7843
Tweet : 533
Replies to : 816
Self-Loops : 533
Reciprocated Vertex Pair Ratio : 0.0209713024282561
Reciprocated Edge Ratio : 0.0410810810810811
Connected Components : 250
Single-Vertex Connected Components : 188
Maximum Vertices in a Connected Component : 4132
Maximum Edges in a Connected Component : 8661
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.729848
Graph Density : 0.000319398104999944
Modularity : 0.497609
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[100] https://www.scientificamerican.com/article/astronomers-find-water-on-an-exoplanet-twice-the-size-of-earth/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219234123=1
[97] https://www.scientificamerican.com/article/a-second-interstellar-object-may-be-streaking-through-our-solar-system/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219374779=1
[77] 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
[68] https://www.scientificamerican.com/article/fight-or-flight-may-be-in-our-bones/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219411028=1
[66] https://www.scientificamerican.com/article/new-clues-found-in-understanding-near-death-experiences/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219145463=1
[64] https://www.scientificamerican.com/article/giant-bubbles-spotted-around-milky-ways-black-hole/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219247041=1
[61] https://blogs.scientificamerican.com/hot-planet/shut-up-franzen/?amp
[54] https://blogs.scientificamerican.com/observations/what-wolves-in-yellowstone-can-teach-us-about-probiotics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219376172=1
[49] https://www.scientificamerican.com/article/migrating-birds-may-be-collateral-damage-for-a-popular-pesticide/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358720=1
[47] https://twitter.com/sciam/status/1171166462997913600

Top URLs in Tweet in G1:
[67] 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
[54] https://www.scientificamerican.com/article/fight-or-flight-may-be-in-our-bones/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219411028=1
[47] https://www.scientificamerican.com/article/new-clues-found-in-understanding-near-death-experiences/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219145463=1
[46] https://blogs.scientificamerican.com/hot-planet/shut-up-franzen/?amp
[41] https://www.scientificamerican.com/article/giant-bubbles-spotted-around-milky-ways-black-hole/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219247041=1
[39] https://www.scientificamerican.com/article/migrating-birds-may-be-collateral-damage-for-a-popular-pesticide/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358720=1
[38] https://blogs.scientificamerican.com/observations/what-wolves-in-yellowstone-can-teach-us-about-probiotics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219376172=1
[35] https://www.scientificamerican.com/article/even-if-injection-of-fracking-wastewater-stops-quakes-wont/?amp
[29] https://www.scientificamerican.com/article/marijuana-may-boost-rather-than-dull-the-elderly-brain/?amp
[26] https://www.scientificamerican.com/article/why-amazon-trees-are-especially-vulnerable-to-this-years-fires/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358051=1

Top URLs in Tweet in G2:
[78] https://www.scientificamerican.com/article/a-second-interstellar-object-may-be-streaking-through-our-solar-system/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219374779=1
[7] https://twitter.com/ssolariac/status/1172915540865822721?s=19
[7] https://www.scientificamerican.com/article/giant-bubbles-spotted-around-milky-ways-black-hole/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219247041=1
[4] https://www.scientificamerican.com/article/fight-or-flight-may-be-in-our-bones/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219411028=1
[3] https://blogs.scientificamerican.com/observations/what-wolves-in-yellowstone-can-teach-us-about-probiotics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219376172=1
[3] https://www.youtube.com/watch?v=NF1wqBEvIho&feature=youtu.be

[2] https://www.scientificamerican.com/article/the-gravitational-wave-revolution-is-underway/
[2] https://www.scientificamerican.com/article/migrating-birds-may-be-collateral-damage-for-a-popular-pesticide/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358720=1
[2] https://www.scientificamerican.com/article/a-second-interstellar-object-may-be-streaking-through-our-solar-system/?amp
[2] https://www.scientificamerican.com/article/new-clues-found-in-understanding-near-death-experiences/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219145463=1

Top URLs in Tweet in G3:
[17] https://twitter.com/sciam/status/1171876121803218944
[14] https://blogs.scientificamerican.com/observations/scientists-have-been-underestimating-the-pace-of-climate-change/?amp
[8] https://blogs.scientificamerican.com/hot-planet/shut-up-franzen/?amp
[7] https://blogs.scientificamerican.com/hot-planet/shut-up-franzen/
[5] https://twitter.com/Thomas_Binder/status/1169918680710492161?s=19
[4] https://twitter.com/Thomas_Binder/status/1171920615609176065?s=19
[4] https://twitter.com/Thomas_Binder/status/1169923504252366848?s=19
[4] https://www.newyorker.com/culture/cultural-comment/what-if-we-stopped-pretending
[4] 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
[3] https://gijn.org/2019/09/12/gijns-data-journalism-top-10-3d-animation-brexit-borders-bad-research-ny-subway/

Top URLs in Tweet in G4:
[28] https://twitter.com/sciam/status/1171166462997913600
[14] https://twitter.com/sciam/status/1171474498211602432
[11] https://twitter.com/sciam/status/1171876121803218944
[9] https://twitter.com/sciam/status/1171106149778829312
[7] https://twitter.com/sciam/status/1172890951234273281
[7] https://twitter.com/sciam/status/1172925506280394753
[6] https://twitter.com/sciam/status/1171436594097614855
[6] https://twitter.com/sciam/status/1171465053272342530
[6] https://twitter.com/sciam/status/1172580564991467522
[5] https://www.caveat.nyc/event/versus-9-14-2019

Top URLs in Tweet in G5:
[94] https://www.scientificamerican.com/article/astronomers-find-water-on-an-exoplanet-twice-the-size-of-earth/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219234123=1
[12] https://www.scientificamerican.com/article/a-second-interstellar-object-may-be-streaking-through-our-solar-system/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219374779=1
[8] https://www.scientificamerican.com/article/new-clues-found-in-understanding-near-death-experiences/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219145463=1
[8] https://www.scientificamerican.com/article/giant-bubbles-spotted-around-milky-ways-black-hole/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219247041=1
[6] https://blogs.scientificamerican.com/observations/what-wolves-in-yellowstone-can-teach-us-about-probiotics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219376172=1
[6] https://www.scientificamerican.com/article/fight-or-flight-may-be-in-our-bones/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219411028=1
[5] https://www.caveat.nyc/event/versus-9-14-2019
[5] https://www.scientificamerican.com/article/why-amazon-trees-are-especially-vulnerable-to-this-years-fires/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358051=1
[4] https://www.facebook.com/caveatnyc/videos/665102217312016/
[4] https://www.scientificamerican.com/article/scientists-concerned-over-u-s-environment-agencys-plan-to-limit-animal-research/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219247118=1

Top URLs in Tweet in G6:
[4] https://www.scientificamerican.com/article/massive-forest-restoration-could-greatly-slow-global-warming/
[1] https://twitter.com/whtver_science/status/1125589886432464897?s=21
[1] https://twitter.com/i/web/status/1171687362088226817
[1] https://www.huffpost.com/entry/getting-paid-to-tweet-and_b_1117669
[1] https://www.hollywoodreporter.com/news/new-metoo-economy-hollywood-lawyers-crisis-pr-pros-seeing-unprecedented-uptick-business-1073399
[1] https://www.buzzfeednews.com/article/michaelblackmon/me-too-crisis-publicists
[1] https://www.youtube.com/watch?v=V0TNUNu1P-w&feature=youtu.be

[1] https://www.msnbc.com/deadline-white-house/watch/rep-lieu-there-is-already-a-mountain-of-evidence-that-donald-trump-committed-multiple-felonies-68702277633
[1] https://www.politico.com/story/2019/09/10/poll-trump-approval-falls-recession-1487905
[1] https://chicago.suntimes.com/news/2019/5/8/18619206/under-donald-trump-drone-strikes-far-exceed-obama-s-numbers?utm_campaign=chicago.suntimes&utm_content=entry&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G7:
[8] http://sciam.uol.com.br/astronomos-encontram-agua-em-exoplaneta-com-duas-vezes-o-tamanho-da-terra/
[6] http://sciam.uol.com.br/queimadas-na-amazonia-aumentam-entre-duas-e-quatro-vezes-temperatura-do-solo-e-do-ar/
[5] http://sciam.uol.com.br/buraco-negro-do-centro-da-nossa-galaxia-parece-estar-comendo-mais/
[4] https://blogs.scientificamerican.com/life-unbounded/banging-zooming-ringing-and-raining/?amp;text=Banging
[4] https://www.scientificamerican.com/article/new-clues-found-in-understanding-near-death-experiences/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219145463=1
[3] https://blogs.scientificamerican.com/cross-check/is-mathematics-like-science-pluralistic/?amp
[3] http://sciam.uol.com.br/plano-de-regulacao-de-testes-em-animais-preocupa-cientistas-nos-eua/
[3] 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
[2] https://geneticliteracyproject.org/2019/09/10/genealogical-anxiety-and-why-questioning-the-genesis-of-your-core-beliefs-can-liberate-you/
[2] https://blogs.scientificamerican.com/cross-check/did-united-states-overreact-to-911-terror-attacks/?amp

Top URLs in Tweet in G8:
[10] https://www.scientificamerican.com/article/even-if-we-knew-everything-that-can-be-known-we-wouldnt-know-it-all/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219413060=1
[4] https://twitter.com/oben99998/status/962301645060296704/photo/1
[3] https://www.scientificamerican.com/article/how-professional-truth-seekers-search-for-answers/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358831=1
[3] https://www.scientificamerican.com/article/migrating-birds-may-be-collateral-damage-for-a-popular-pesticide/?amp
[2] https://www.scientificamerican.com/podcast/episode/food-expiration-dates-may-mislead-consumers/
[2] https://www.scientificamerican.com/article/new-clues-found-in-understanding-near-death-experiences/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219145463=1
[2] https://www.scientificamerican.com/article/why-amazon-trees-are-especially-vulnerable-to-this-years-fires/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219358051=1
[2] https://blogs.scientificamerican.com/observations/what-wolves-in-yellowstone-can-teach-us-about-probiotics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219376172=1
[2] https://blogs.scientificamerican.com/observations/how-do-you-know-which-emotion-a-facial-expression-represents/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219375955=1
[2] https://www.scientificamerican.com/article/giant-bubbles-spotted-around-milky-ways-black-hole/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219247041=1

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1173187382482481152
[1] https://www.nationalgeographic.com/science/2019/09/strange-waves-rattled-entire-state-scientists-know-why/
[1] https://www.youtube.com/watch?v=O8hoKuLaqdY&feature=youtu.be

[1] https://twitter.com/i/web/status/1173186373173559296
[1] https://twitter.com/i/web/status/1170375033450975233
[1] https://onlinelibrary.wiley.com/doi/full/10.1111/plb.12914?casa_token=fUR_Jx1yGRwAAAAA%3AihnFIeP0UJELRdbSk2sfCZCfT_PUWeExjEu8UoWUIHUE7psBdEW2nPsJNlm63canZF7eG-LlxE_A9So&cookieSet=1
[1] https://scholar.google.com/scholar?hl=en&as_sdt=0%2C31&q=folta+kevin&oq=#d=gs_qabs&u=%23p%3DpLk5GUzcxegJ

Top URLs in Tweet in G10:
[7] https://twitter.com/sciam/status/1171474498211602432
[3] 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
[2] 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/1173046291313479680
[1] https://twitter.com/i/web/status/1173046143720116224
[1] https://twitter.com/i/web/status/1171169124535472134
[1] https://twitter.com/i/web/status/1172916540766924801
[1] https://twitter.com/i/web/status/1172916534781632512
[1] https://twitter.com/sciam/status/1171166462997913600
[1] https://twitter.com/sciam/status/1171166462997913600?s=20

Top Domains
Top Domains in Tweet in Entire Graph:
[1814] scientificamerican.com
[650] twitter.com
[62] com.br
[16] youtube.com
[15] caveat.nyc
[14] facebook.com
[6] wikipedia.org
[6] medicbuddies.com
[4] newyorker.com
[3] gijn.org

Top Domains in Tweet in G1:
[1118] scientificamerican.com
[102] twitter.com
[5] facebook.com
[4] youtube.com
[3] bit.ly
[3] caveat.nyc
[3] realclearscience.com
[2] apple.news
[2] ow.ly
[2] faveeo.com

Top Domains in Tweet in G2:
[110] scientificamerican.com
[11] twitter.com
[4] youtube.com
[2] springer.com

Top Domains in Tweet in G3:
[60] scientificamerican.com
[54] twitter.com
[4] newyorker.com
[3] gijn.org
[2] redef.com
[1] vox.com
[1] youtube.com
[1] jayinslee.com
[1] abridgenews.com
[1] medium.com

Top Domains in Tweet in G4:
[210] twitter.com
[99] scientificamerican.com
[25] com.br
[5] caveat.nyc
[2] universoracionalista.org
[2] todayinsci.com
[2] facebook.com
[1] esportsfed.org
[1] megacuriosidades.net

Top Domains in Tweet in G5:
[171] scientificamerican.com
[23] twitter.com
[7] facebook.com
[7] caveat.nyc
[1] pewforum.org

Top Domains in Tweet in G6:
[7] twitter.com
[4] scientificamerican.com
[1] huffpost.com
[1] hollywoodreporter.com
[1] buzzfeednews.com
[1] youtube.com
[1] msnbc.com
[1] politico.com
[1] suntimes.com
[1] nbcnews.com

Top Domains in Tweet in G7:
[49] scientificamerican.com
[33] com.br
[17] twitter.com
[3] geneticliteracyproject.org
[2] youtube.com

Top Domains in Tweet in G8:
[40] scientificamerican.com
[18] twitter.com
[1] mccelt.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] nationalgeographic.com
[1] youtube.com
[1] wiley.com
[1] google.com

Top Domains in Tweet in G10:
[23] twitter.com
[3] scientificamerican.com
[3] purdue.edu
[2] sciencealert.com
[1] climatedepot.com
[1] radian6.com
[1] cjr.org
[1] undark.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[58] crispr
[56] science
[36] stem
[33] ai
[24] education
[23] ml
[22] sciam
[22] skills
[21] climatechange
[20] astronomy



Top Hashtags in Tweet in G1:
[34] crispr
[10] science
[9] scicomm
[8] tech
[8] weapons
[8] nature
[7] future
[7] 3dprinters
[7] massdestruction
[6] technologie

Top Hashtags in Tweet in G2:
[3] gravitationalwaves
[3] crispr
[2] chandrayaan2
[1] boring

Top Hashtags in Tweet in G3:
[4] franzen
[3] ddj
[3] biotechnology
[3] isscr
[3] earth
[3] datascience
[3] dataviz
[2] climate
[2] artificialintelligence
[2] ai

Top Hashtags in Tweet in G4:
[19] science
[6] sciencereclaimsthewww
[6] fightfakescience
[6] makesciencegreatagain
[6] wissenschaft
[6] scicomm
[6] wisskomm
[3] climatechange
[3] crispr
[3] squidapp

Top Hashtags in Tweet in G5:
[7] hotnerdfall
[5] crispr
[2] science
[1] saynotosuperearth
[1] thotumn
[1] k218b
[1] redditch
[1] byebye
[1] chandrayaan
[1] ai

Top Hashtags in Tweet in G6:
[1] joetippett
[1] metoo
[1] climatechange
[1] climatechangeisreal
[1] savethenoaa
[1] savethenws
[1] weather
[1] science

Top Hashtags in Tweet in G7:
[8] deeplearning
[8] machinelearning
[1] astronomy
[1] astrophysics
[1] mathematics
[1] philosophy
[1] objective
[1] reality
[1] goedel
[1] crispr

Top Hashtags in Tweet in G8:
[6] crispr
[4] acadsciences
[4] nasciences
[4] apsphysics
[4] royalsociety
[4] sciam
[3] fermilab
[3] polytechnique
[2] the_ias
[1] darkmatter

Top Hashtags in Tweet in G9:
[2] 1cor3
[2] 33bmi
[2] serialmurder
[2] nullphysics
[1] nosuchthingas
[1] obesity
[1] 1kings2
[1] gregormendel
[1] lemaitre
[1] u235

Top Hashtags in Tweet in G10:
[3] climatechange
[2] darkmatter
[2] this
[1] beready
[1] preparednotscared
[1] democracyday
[1] fias
[1] wednesdayafternoon
[1] unitebehindthescience

Top Words
Top Words in Tweet in Entire Graph:
[2222] Words in Sentiment List#1: Positive
[3111] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[87513] Non-categorized Words
[92848] Total Words
[3960] sciam
[563] s
[366] new
[363] astro_jonny
[359] solar

Top Words in Tweet in G1:
[2156] sciam
[357] s
[225] opinion
[219] franzen
[213] climate
[211] change
[198] new
[182] real
[176] things
[174] matter

Top Words in Tweet in G2:
[312] astro_jonny
[186] sciam
[184] years
[179] ago
[177] first
[177] gravitational
[176] four
[175] waves
[173] discovered
[173] time

Top Words in Tweet in G3:
[231] sciam
[167] drkatemarvel
[54] climate
[37] change
[34] fight
[30] good
[27] article
[25] novapbs
[25] sc
[24] object

Top Words in Tweet in G4:
[152] sciam
[37] s
[30] mind
[25] up
[22] brain
[19] #science
[18] new
[17] e
[17] science
[15] caveatnyc

Top Words in Tweet in G5:
[370] sciam
[126] leebillings
[125] earth
[116] astronomers
[116] water
[95] find
[95] exoplanet
[95] twice
[95] size
[63] sbkaufman

Top Words in Tweet in G6:
[29] sciam
[10] speakerpelosi
[9] repjerrynadler
[8] forbes
[7] kilomikebravo
[6] bbcnews
[6] voxdotcom
[6] modfarm
[6] mkraju
[5] netflix

Top Words in Tweet in G7:
[121] sciam
[94] horganism
[71] pluralism
[71] scientific
[70] mind
[68] questions
[68] matter
[67] big
[66] theoretical
[65] makes

Top Words in Tweet in G8:
[150] sciam
[87] stevemirsky
[77] magnetic
[47] up
[42] years
[40] ago
[40] new
[38] field
[37] poles
[37] year

Top Words in Tweet in G9:
[39] sciam
[27] resourceful1942
[27] homegrownjoan
[27] vixenvalentino
[27] thomaspublius
[27] usrighttoknow
[26] sagethinker99
[25] robles_jdaniel
[24] jonentine
[21] jimsatone

Top Words in Tweet in G10:
[29] sciam
[9] change
[8] nature
[7] new
[7] research
[6] short
[5] newscientist
[5] many
[5] dr
[5] david

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[281] sciam,opinion
[271] climate,change
[248] years,ago
[204] change,real
[202] real,things
[201] things,worse
[196] jonathan,franzen
[194] gravitational,waves
[193] four,years
[192] opinion,doomed

Top Word Pairs in Tweet in G1:
[217] sciam,opinion
[206] climate,change
[172] change,real
[171] real,things
[171] things,worse
[168] opinion,doomed
[168] doomed,matter
[168] matter,jonathan
[168] jonathan,franzen
[168] franzen,climate

Top Word Pairs in Tweet in G2:
[179] years,ago
[176] four,years
[174] gravitational,waves
[173] discovered,four
[172] first,gravitational
[172] waves,discovered
[172] ago,saturday
[172] saturday,time
[172] time,flies
[172] flies,now

Top Word Pairs in Tweet in G3:
[100] sciam,drkatemarvel
[30] climate,change
[21] drkatemarvel,due
[21] due,respect
[21] station,weighs
[21] weighs,million
[21] million,pounds
[21] pounds,single
[21] single,expensive
[21] expensive,object

Top Word Pairs in Tweet in G4:
[15] sciam,mind
[15] mind,brain
[12] climate,change
[12] sign,up
[11] brain,brainsights
[10] brainsights,ios
[8] sciam,dustingrowick
[8] sciam,opinion
[6] quantum,mechanics
[6] #sciencereclaimsthewww,#fightfakescience

Top Word Pairs in Tweet in G5:
[114] sciam,astronomers
[95] astronomers,find
[95] find,water
[95] water,exoplanet
[95] exoplanet,twice
[95] twice,size
[95] size,earth
[94] earth,leebillings
[23] super,earth
[22] now,sciam

Top Word Pairs in Tweet in G6:
[6] forbes,sciam
[6] sciam,modfarm
[5] kilomikebravo,bbcnews
[5] bbcnews,netflix
[5] netflix,voanews
[5] voanews,feewisconsin
[5] feewisconsin,jjabrams
[5] jjabrams,appletv
[5] appletv,voxdotcom
[5] voxdotcom,n_watch

Top Word Pairs in Tweet in G7:
[66] theoretical,pluralism
[66] big,scientific
[66] scientific,questions
[65] pluralism,big
[65] questions,matter
[65] matter,makes
[65] makes,mind
[65] mind,quantum
[65] quantum,mechanics
[65] mechanics,means

Top Word Pairs in Tweet in G8:
[40] years,ago
[38] magnetic,field
[37] magnetic,poles
[36] earth's,magnetic
[36] poles,last
[36] last,reversed
[36] reversed,770k
[36] 770k,years
[36] ago,new
[36] new,evidence

Top Word Pairs in Tweet in G9:
[27] resourceful1942,homegrownjoan
[27] homegrownjoan,vixenvalentino
[27] vixenvalentino,thomaspublius
[27] thomaspublius,usrighttoknow
[26] usrighttoknow,sagethinker99
[25] sagethinker99,robles_jdaniel
[25] robles_jdaniel,sciam
[24] jonentine,resourceful1942
[17] jimsatone,jonentine
[8] sciam,kevinfolta

Top Word Pairs in Tweet in G10:
[5] dr,david
[5] david,yeager's
[5] yeager's,new
[5] new,research
[5] research,published
[5] published,nature
[5] nature,shows
[5] shows,short
[5] short,online
[5] online,intervention

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@horganism
@astro_jonny
@robrobbedwards
@stevemirsky
@dustingrowick
@jimsatone
@sense_strand
@htaaron2
@macmillanlearn

Top Replied-To in G1:
@sciam
@robrobbedwards
@kushal_mehra
@kymountainwoman
@hrationalist
@janinepaynter
@hansruediwidmer
@danihaenni
@beyondthesea101
@aetypicalgirl

Top Replied-To in G2:
@astro_jonny
@sciam
@sparrowwack
@peter_nocella
@fredguterl
@forbesscience
@davidbflower
@astrolisa
@jaynebirkby
@ligo

Top Replied-To in G3:
@sciam
@htaaron2
@speitsch
@michaeljleone
@globalecoguy
@thomas_binder
@jamese1045
@timmccoy5
@alexand27506822
@jfawwww

Top Replied-To in G5:
@sciam
@dustingrowick
@leebillings
@sbkaufman
@sophiebushwick
@enrighttravels
@caveatnyc
@bf4tbrainy
@tashaeurich
@aaholzer

Top Replied-To in G6:
@kilomikebravo
@forbes
@stevebrant
@680news
@gretathunberg
@andreahorwath
@theroot
@youtube
@ucsusa
@apple

Top Replied-To in G7:
@horganism
@sciam
@brock_wolverin
@tomfulop
@astro_jonny
@2014marifa
@bonomo_robert
@jylkkajussi
@1lovedivided
@roberthwoodman

Top Replied-To in G8:
@sciam
@stevemirsky
@acadsciences
@astro_jonny
@physorg_com
@ligo
@macmillanlearn
@khalid_dalabeeh
@sparrowwack
@horganism

Top Replied-To in G9:
@jimsatone
@sense_strand
@cherylayres
@kevinfolta
@markcojuangco
@hideo_kojima_en
@rcolesworthy
@camila_cabello
@resourceful1942

Top Replied-To in G10:
@sciam
@nresearchnews
@subhashkak1
@spacedotcom
@scienceundersec
@thecraggus
@realdonaldtrump
@popsci
@seelie18
@enterprisenow

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@astro_jonny
@drkatemarvel
@leebillings
@stevemirsky
@horganism
@caveatnyc
@sbkaufman
@dustingrowick
@sophiebushwick

Top Mentioned in G1:
@sciam
@4dietaryreform
@kymountainwoman
@dogspies
@robrobbedwards
@caveatnyc
@sbkaufman
@maximaxoo
@hansruediwidmer
@sophiebushwick

Top Mentioned in G2:
@astro_jonny
@sciam
@ssolariac
@asteroidenergy
@newscientist
@ligola
@ligowa
@lunarheritage
@nasa_lunar
@glxp

Top Mentioned in G3:
@sciam
@drkatemarvel
@sc
@novapbs
@jessicahullman
@thomas_binder
@manuelbaquedano
@rgunns
@naturenews
@tan123

Top Mentioned in G4:
@southerngemgal

Top Mentioned in G5:
@sciam
@leebillings
@caveatnyc
@sbkaufman
@dustingrowick
@sophiebushwick
@zakmartellucci
@astro_jonny
@sunyaaa

Top Mentioned in G6:
@sciam
@speakerpelosi
@repjerrynadler
@bbcnews
@voxdotcom
@modfarm
@netflix
@voanews
@feewisconsin
@jjabrams

Top Mentioned in G7:
@sciam
@horganism
@sciambrasil
@astro_jonny
@anilananth
@caleb_scharf
@bernardokastrup
@leebillings
@stevemirsky
@mit

Top Mentioned in G8:
@sciam
@stevemirsky
@cintagliata
@aisneed
@royalsociety
@wwf
@astro_jonny
@nasciences
@apsphysics
@the_ias

Top Mentioned in G9:
@sciam
@homegrownjoan
@vixenvalentino
@thomaspublius
@usrighttoknow
@resourceful1942
@sagethinker99
@robles_jdaniel
@jonentine
@kevinfolta

Top Mentioned in G10:
@sciam
@nature
@newscientist
@nasa
@naturephysics
@utpsychology
@m
@e_housingpolicy
@physicsworld
@harvard

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@paoloigna1
@rk70534
@applesupport
@edinburghwatch
@lotsoflovefromm
@inabster
@rjber15
@evankirstel
@fredkiesche

Top Tweeters in G1:
@paoloigna1
@rk70534
@rjber15
@orgetorix
@john1966olsen
@derekjohnbryant
@cook_robert_l
@ruisaldanha
@b1e56df9ce6549f
@xandaolp

Top Tweeters in G2:
@fredkiesche
@ericdemarylebon
@maybel65
@rosenchild
@haloefekti
@eloycam2012
@nytimes
@reneevoicebrand
@glaciarblue
@charlesmunn1

Top Tweeters in G3:
@catalina_valpo
@mediaredef
@gesskay75
@krishanjee
@fischblog
@glitchy_ashburn
@martingaedt
@tan123
@pearlsbaubles
@artstrada

Top Tweeters in G4:
@lotsoflovefromm
@hyamaguchi
@southerngemgal
@tmurph207
@sequoia2001
@mainekindxl
@alaneyezwide
@riverthistle
@bigoldrip
@venice311

Top Tweeters in G5:
@dancas2
@paxnostrum
@owlwoman911_
@gradyslady
@headunder_water
@zapher134
@koverptw
@elleallever
@benishii_
@eeerepoter

Top Tweeters in G6:
@applesupport
@businessinsider
@huffpost
@business
@bbcnews
@thr
@nembotavy_0101
@virgiliocorrado
@time
@cnbc

Top Tweeters in G7:
@santchiweb
@elcidbarett
@farfel54
@vievararosel
@nebadon1133
@m2l2t5
@lucalderondm
@_plaidcat_
@roberthwoodman
@profabelmendez

Top Tweeters in G8:
@wwf
@spsot
@deepakkanungo
@timmymalachi
@taggartrehnn
@theeconomist
@leafwarbler
@kathystricker2
@dussri
@physorg_com

Top Tweeters in G9:
@markcojuangco
@sd_ag_labs
@tvguide
@biblegateway
@heritage
@pewresearch
@resourceful1942
@sagethinker99
@stratfor
@robles_jdaniel

Top Tweeters in G10:
@inabster
@menabster
@rt_com
@trekonomicsbot
@ads7506
@ajenglish
@_reaalamerican_
@maggienyt
@dubengeldu
@popsci


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