sciam, Twitter, 9/17/2019 3:32:33 AM, 209986
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sciam_2019-09-16_19-48-01.xlsx
sciam_2019-09-16_19-48-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2019
Short Description:
sciam via NodeXL http://bit.ly/31pmwa2
@sciam
@astro_jonny
@0zyx
@jens_rabis
@_oldmandownther
@nembotavy_0101
@horganism
@drkatemarvel
@ccme_com
@gretathunberg

Top hashtags:
#crispr
#science
#gw150914
#stem
#ai
#climatechange
#education
#ml
#skills
#sciam

Description:
Description
The graph represents a network of 4,520 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 Tuesday, 17 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, 4-hour, 8-minute period from Monday, 09 September 2019 at 19:52 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 : 4520
Unique Edges : 5838
Edges With Duplicates : 3409
Total Edges : 9247
Number of Edge Types : 3
Mentions : 7906
Tweet : 524
Replies to : 817
Self-Loops : 524
Reciprocated Vertex Pair Ratio : 0.0207553058676654
Reciprocated Edge Ratio : 0.0406665647454518
Connected Components : 249
Single-Vertex Connected Components : 186
Maximum Vertices in a Connected Component : 4149
Maximum Edges in a Connected Component : 8722
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.742744
Graph Density : 0.000320231001063357
Modularity : 0.501652
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
[39] 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
[34] 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
[11] 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
[7] https://twitter.com/ssolariac/status/1172915540865822721?s=19
[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
[4] 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
[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://www.scientificamerican.com/article/the-gravitational-wave-revolution-is-underway/
[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
[3] 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
[3] https://www.youtube.com/watch?v=NF1wqBEvIho&feature=youtu.be


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
[2] https://twitter.com/sciam/status/1171883647424704513
[2] https://blogs.scientificamerican.com/hot-planet/shut-up-franzen/?amp;text=Shut

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
[7] https://twitter.com/sciam/status/1172580564991467522
[7] https://twitter.com/sciam/status/1172890951234273281
[7] https://twitter.com/sciam/status/1172925506280394753
[6] https://twitter.com/sciam/status/1171106149778829312
[6] https://twitter.com/sciam/status/1171436594097614855
[6] https://twitter.com/sciam/status/1171465053272342530
[5] https://www.caveat.nyc/event/versus-9-14-2019

Top URLs in Tweet in G5:
[93] 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
[11] 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://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
[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
[6] 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
[5] 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
[5] https://www.caveat.nyc/event/versus-9-14-2019
[4] https://www.facebook.com/caveatnyc/videos/665102217312016/
[4] https://www.scientificamerican.com/article/consumer-dna-tests-negate-sperm-bank-donor-anonymity/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219302817=1
[4] 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 G6:
[2] https://www.sciencealert.com/this-radical-experiment-shows-how-life-s-chemistry-could-have-begun-in-deep-space
[1] https://politicalwrites.com/primary-elections-are-the-will-of-the-party-not-the-people/
[1] https://twitter.com/i/web/status/1171169124535472134
[1] https://twitter.com/i/web/status/1173046291313479680
[1] https://twitter.com/i/web/status/1173046143720116224
[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
[1] https://twitter.com/rsaik/status/1172465987721019393

Top URLs in Tweet in G7:
[4] https://blogs.scientificamerican.com/life-unbounded/banging-zooming-ringing-and-raining/?amp;text=Banging
[3] https://blogs.scientificamerican.com/cross-check/is-mathematics-like-science-pluralistic/?amp
[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
[2] https://www.scientificamerican.com/article/destructive-amazon-fires-do-not-threaten-earths-oxygen-expert-says/?amp
[2] 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
[2] https://www.scientificamerican.com/article/studying-the-superhuman/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf218786609=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://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 G8:
[7] https://twitter.com/sciam/status/1171474498211602432
[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://www.scientificamerican.com/article/u-s-could-lose-clean-energy-race-lawmakers-are-warned/?amp
[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 G9:
[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
[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
[2] https://www.scientificamerican.com/article/3-d-printers-could-help-spread-weapons-of-mass-destruction/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf219099400=1

Top URLs in Tweet in G10:
[2] https://twitter.com/sciam/status/1118257817276887040
[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://twitter.com/i/web/status/1171441974383013888
[1] https://twitter.com/i/web/status/1169317229235769352
[1] https://twitter.com/i/web/status/1171192123774951424
[1] https://twitter.com/i/web/status/1171546269329739776

Top Domains
Top Domains in Tweet in Entire Graph:
[1809] scientificamerican.com
[641] twitter.com
[62] com.br
[16] youtube.com
[15] caveat.nyc
[14] facebook.com
[6] wikipedia.org
[6] medicbuddies.com
[5] blogspot.com
[4] newyorker.com

Top Domains in Tweet in G1:
[1114] scientificamerican.com
[106] 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:
[133] scientificamerican.com
[12] twitter.com
[6] com.br
[4] youtube.com
[2] springer.com

Top Domains in Tweet in G3:
[57] scientificamerican.com
[52] twitter.com
[4] newyorker.com
[2] redef.com
[1] vox.com
[1] youtube.com
[1] jayinslee.com
[1] abridgenews.com
[1] medium.com
[1] pollutico.com

Top Domains in Tweet in G4:
[205] twitter.com
[96] 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:
[158] scientificamerican.com
[23] twitter.com
[7] facebook.com
[7] caveat.nyc
[1] pewforum.org

Top Domains in Tweet in G6:
[17] twitter.com
[2] sciencealert.com
[1] politicalwrites.com
[1] climatedepot.com
[1] youtube.com
[1] msnbc.com
[1] politico.com
[1] suntimes.com
[1] undark.org
[1] nbcnews.com

Top Domains in Tweet in G7:
[41] scientificamerican.com
[21] twitter.com
[3] geneticliteracyproject.org
[2] youtube.com
[1] nasa.gov

Top Domains in Tweet in G8:
[10] twitter.com
[1] nationalgeographic.com
[1] youtube.com
[1] scientificamerican.com
[1] wiley.com
[1] google.com

Top Domains in Tweet in G9:
[38] scientificamerican.com
[16] twitter.com
[1] mccelt.com

Top Domains in Tweet in G10:
[8] twitter.com
[1] huffpost.com
[1] hollywoodreporter.com
[1] buzzfeednews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[59] crispr
[54] science
[43] gw150914
[36] stem
[33] ai
[26] climatechange
[24] education
[23] ml
[22] skills
[22] sciam



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

Top Hashtags in Tweet in G2:
[38] gw150914
[5] crispr
[5] gravitationalwaves
[1] o3ishere
[1] darkmatter
[1] space
[1] astrobiological
[1] airless
[1] exoplanet
[1] notgood

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

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

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

Top Hashtags in Tweet in G6:
[3] darkmatter
[2] this
[1] climatechange
[1] climatechangeisreal
[1] fias
[1] unitebehindthescience

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

Top Hashtags in Tweet in G8:
[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 G9:
[7] crispr
[4] acadsciences
[4] nasciences
[4] apsphysics
[4] royalsociety
[4] sciam
[3] fermilab
[3] polytechnique
[2] the_ias
[1] pnasnews

Top Hashtags in Tweet in G10:
[2] achievementunlocked
[2] blackmamasmatter
[1] joetippett
[1] metoo
[1] savethenoaa
[1] savethenws
[1] weather
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[2289] Words in Sentiment List#1: Positive
[3015] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[87998] Non-categorized Words
[93304] Total Words
[3924] sciam
[556] s
[406] new
[368] astro_jonny
[361] solar

Top Words in Tweet in G1:
[2134] sciam
[348] s
[225] opinion
[219] franzen
[211] climate
[208] change
[201] new
[182] real
[176] things
[175] matter

Top Words in Tweet in G2:
[320] astro_jonny
[232] sciam
[227] years
[184] ago
[183] first
[182] gravitational
[181] four
[180] waves
[179] now
[178] discovered

Top Words in Tweet in G3:
[212] sciam
[167] drkatemarvel
[54] climate
[37] change
[34] fight
[30] good
[26] object
[26] novapbs
[25] sc
[24] co2

Top Words in Tweet in G4:
[148] sciam
[35] s
[28] mind
[22] up
[20] brain
[18] new
[17] e
[17] #science
[15] science
[15] caveatnyc

Top Words in Tweet in G5:
[343] sciam
[124] earth
[123] leebillings
[114] astronomers
[114] water
[94] find
[94] exoplanet
[94] twice
[94] size
[62] caveatnyc

Top Words in Tweet in G6:
[32] sciam
[8] forbes
[6] newscientist
[6] modfarm
[5] time
[5] many
[5] nasa
[4] people
[4] believes
[4] universe

Top Words in Tweet in G7:
[129] sciam
[92] horganism
[71] scientific
[69] pluralism
[66] matter
[66] mind
[65] big
[65] questions
[64] theoretical
[63] makes

Top Words in Tweet in G8:
[40] 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 G9:
[145] sciam
[86] stevemirsky
[77] magnetic
[46] up
[42] years
[40] ago
[39] new
[38] field
[37] poles
[37] year

Top Words in Tweet in G10:
[35] sciam
[21] now
[20] mclemoremr
[20] piece
[20] lives
[20] blkmamasmatter
[20] alliance
[20] website
[20] m
[20] thrilled

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[281] sciam,opinion
[269] climate,change
[252] years,ago
[204] change,real
[202] real,things
[201] things,worse
[197] gravitational,waves
[196] four,years
[196] jonathan,franzen
[193] discovered,four

Top Word Pairs in Tweet in G1:
[216] sciam,opinion
[204] 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:
[184] years,ago
[181] four,years
[179] gravitational,waves
[178] discovered,four
[177] first,gravitational
[177] waves,discovered
[177] ago,saturday
[177] saturday,time
[177] time,flies
[177] flies,now

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

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

Top Word Pairs in Tweet in G5:
[112] sciam,astronomers
[94] astronomers,find
[94] find,water
[94] water,exoplanet
[94] exoplanet,twice
[94] twice,size
[94] size,earth
[93] earth,leebillings
[22] super,earth
[20] now,sciam

Top Word Pairs in Tweet in G6:
[6] forbes,sciam
[6] sciam,modfarm
[3] spacedotcom,believes
[3] believes,einstein
[3] einstein,theories
[3] theories,time
[3] time,dilation
[3] dilation,#darkmatter
[3] #darkmatter,95
[3] 95,universe

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

Top Word Pairs in Tweet in G8:
[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 G9:
[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 G10:
[20] sciam,piece
[20] piece,now
[20] now,lives
[20] lives,blkmamasmatter
[20] blkmamasmatter,alliance
[20] alliance,website
[20] website,m
[20] m,thrilled
[20] thrilled,those
[20] those,want

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
@doodelay
@kymountainwoman
@hrationalist
@janinepaynter
@hansruediwidmer
@danihaenni
@beyondthesea101

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

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
@tom_lowell_born
@bmac_astro
@bf4tbrainy

Top Replied-To in G6:
@forbes
@sciam
@nresearchnews
@whitehouse
@apple
@scienceundersec
@spacedotcom
@subhashkak1
@thecraggus
@realdonaldtrump

Top Replied-To in G7:
@horganism
@sciam
@brock_wolverin
@controscience
@tomfulop
@astro_jonny
@2014marifa
@cjlegalbeagle
@cosmic_engineer
@bonomo_robert

Top Replied-To in G8:
@jimsatone
@sense_strand
@cherylayres
@kevinfolta
@markcojuangco
@hideo_kojima_en
@rcolesworthy
@camila_cabello
@leaderhoyer
@repmattgaetz

Top Replied-To in G9:
@sciam
@stevemirsky
@acadsciences
@astro_jonny
@macmillanlearn
@khalid_dalabeeh
@sparrowwack
@horganism
@cintagliata

Top Replied-To in G10:
@kilomikebravo
@stevebrant
@ucsusa
@theatlantic
@repdonbeyer
@mkraju

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
@zakmartellucci

Top Mentioned in G2:
@astro_jonny
@sciam
@ligo
@ego_virgo
@ssolariac
@asteroidenergy
@sciambrasil
@newscientist
@ligola
@ligowa

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

Top Mentioned in G4:
@southerngemgal

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

Top Mentioned in G6:
@sciam
@newscientist
@modfarm
@nasa
@harvard
@naturephysics
@wsj
@dhunttweets
@yale
@physicsworld

Top Mentioned in G7:
@sciam
@horganism
@kavliprize
@anilananth
@astro_jonny
@caleb_scharf
@cosmic_engineer
@bernardokastrup
@leebillings
@stevemirsky

Top Mentioned in G8:
@sciam
@homegrownjoan
@vixenvalentino
@thomaspublius
@usrighttoknow
@resourceful1942
@sagethinker99
@robles_jdaniel
@jonentine
@kevinfolta

Top Mentioned in G9:
@sciam
@stevemirsky
@cintagliata
@aisneed
@astro_jonny
@royalsociety
@wwf
@nasciences
@apsphysics
@the_ias

Top Mentioned in G10:
@sciam
@mclemoremr
@blkmamasmatter
@speakerpelosi
@repjerrynadler
@bbcnews
@netflix
@voanews
@feewisconsin
@jjabrams

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
@oasismountain
@4everanimalz1
@nytimes
@reneevoicebrand

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

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
@benishii_
@eeerepoter
@____roar____

Top Tweeters in G6:
@applesupport
@timesofindia
@business
@bbcnews
@time
@nationalpost
@cnbc
@usatoday
@wsj
@abcnews

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

Top Tweeters in G8:
@markcojuangco
@_reaalamerican_
@maggienyt
@sd_ag_labs
@tvguide
@biblegateway
@heritage
@pewresearch
@resourceful1942
@sagethinker99

Top Tweeters in G9:
@wwf
@deepakkanungo
@timmymalachi
@taggartrehnn
@leafwarbler
@kathystricker2
@dussri
@andrealearned
@catholicgirl15
@noblewayofmind

Top Tweeters in G10:
@businessinsider
@huffpost
@thr
@nembotavy_0101
@redz041
@bigtickhk
@buzzfeed
@rowenagreen
@theatlantic
@stevebrant


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