sciam, Twitter, 8/16/2020 10:57:13 PM, 232745
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sciam_2020-08-16_09-21-37.xlsx
sciam_2020-08-16_09-21-37.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2020
Short Description:
sciam via NodeXL https://bit.ly/2Y5DpHl
@sciam
@dr_catmac
@laurahelmuth
@nedenags
@ncdave4life
@microbiomdigest
@doctorkarl
@andrewmurphie
@leanahosea
@automaticsteam

Top hashtags:
#sharkweek
#beirut
#covid19
#ai
#drones
#drone
#robotics
#technology
#innovation

Description:
Description
The graph represents a network of 7,288 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, 16 August 2020 at 16:25 UTC.

The requested start date was Sunday, 16 August 2020 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 10-day, 13-hour, 42-minute period from Tuesday, 04 August 2020 at 19:39 UTC to Saturday, 15 August 2020 at 09:22 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 : 7288
Unique Edges : 5742
Edges With Duplicates : 14597
Total Edges : 20339
Number of Edge Types : 5
Retweet : 4755
MentionsInRetweet : 7454
Mentions : 6462
Tweet : 496
Replies to : 1172
Self-Loops : 544
Reciprocated Vertex Pair Ratio : 0.0216211156870086
Reciprocated Edge Ratio : 0.0423270728355474
Connected Components : 274
Single-Vertex Connected Components : 198
Maximum Vertices in a Connected Component : 6784
Maximum Edges in a Connected Component : 19497
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.991641
Graph Density : 0.000205525922665463
Modularity : 0.424105
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,288 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, 16 August 2020 at 16:25 UTC.

The requested start date was Sunday, 16 August 2020 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 10-day, 13-hour, 42-minute period from Tuesday, 04 August 2020 at 19:39 UTC to Saturday, 15 August 2020 at 09:22 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:
[317] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236565612=1
[269] https://www.scientificamerican.com/article/the-film-radioactive-shows-how-marie-curie-was-a-woman-of-the-future/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236681854=1
[146] https://www.scientificamerican.com/article/a-429-million-year-old-trilobite-had-eyes-like-those-of-modern-bees/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236800760=1
[103] https://www.scientificamerican.com/article/two-decades-of-pandemic-war-games-failed-to-account-for-donald-trump/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236599174=1
[99] https://www.scientificamerican.com/article/the-dark-side-of-being-a-female-shark-researcher/
[90] https://www.scientificamerican.com/article/nine-important-things-weve-learned-about-the-coronavirus-pandemic-so-far/
[60] https://www.scientificamerican.com/article/how-scientists-solved-one-of-the-greatest-open-questions-in-quantum-physics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236721456=1
[52] https://www.scientificamerican.com/article/methane-cloud-sitting-over-u-s-southwest-threatens-indigenous-residents/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236601892=1
[50] https://www.scientificamerican.com/article/can-a-cartoon-raccoon-keep-schoolkids-safe-from-covid-19/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236579601=1
[48] https://www.scientificamerican.com/article/well-never-fix-systemic-racism-by-being-polite/

Top URLs in Tweet in G1:
[289] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236565612=1
[246] https://www.scientificamerican.com/article/the-film-radioactive-shows-how-marie-curie-was-a-woman-of-the-future/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236681854=1
[137] https://www.scientificamerican.com/article/a-429-million-year-old-trilobite-had-eyes-like-those-of-modern-bees/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236800760=1
[91] https://www.scientificamerican.com/article/two-decades-of-pandemic-war-games-failed-to-account-for-donald-trump/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236599174=1
[70] https://www.scientificamerican.com/article/nine-important-things-weve-learned-about-the-coronavirus-pandemic-so-far/
[49] https://www.scientificamerican.com/article/how-scientists-solved-one-of-the-greatest-open-questions-in-quantum-physics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236721456=1
[47] https://www.scientificamerican.com/article/well-never-fix-systemic-racism-by-being-polite/
[41] https://www.scientificamerican.com/article/methane-cloud-sitting-over-u-s-southwest-threatens-indigenous-residents/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236601892=1
[38] https://www.scientificamerican.com/article/can-a-cartoon-raccoon-keep-schoolkids-safe-from-covid-19/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236579601=1
[32] https://www.scientificamerican.com/article/the-dark-side-of-being-a-female-shark-researcher/

Top URLs in Tweet in G2:
[4] https://www.facebook.com/BuckminsterFullerInstitute/photos/a.139494043585.112210.72138773585/10154094664328586/?type=3&theater
[3] https://www.scientificamerican.com/article/how-do-scientists-determine-the-ages-of-human-ancestors-fossilized-dinosaurs-and-other-organisms/?amp;text=How
[2] https://www.sciencefriday.com/segments/health-commissioner-news/
[2] http://dml.cmnh.org/
[1] https://twitter.com/i/web/status/1294458913014702082
[1] https://twitter.com/i/web/status/1292655182417817602
[1] https://twitter.com/i/web/status/1292663189201514497
[1] https://twitter.com/i/web/status/1293717369852792832
[1] https://twitter.com/i/web/status/1293923177119141894
[1] https://twitter.com/i/web/status/1294016320858537984

Top URLs in Tweet in G3:
[54] https://www.scientificamerican.com/article/the-dark-side-of-being-a-female-shark-researcher/
[9] https://www.scientificamerican.com/article/the-strange-world-of-nighttime-open-ocean-diving-slide-show/
[2] https://twitter.com/dr_catmac/status/1292862810846834690
[2] https://www.scientificamerican.com/article/the-dark-side-of-being-a-female-shark-researcher/?amp;text=The
[2] https://www.scientificamerican.com/article/women-in-science-may-suffer-lasting-career-damage-from-covid-19/
[1] https://blogs.scientificamerican.com/observations/scientists-should-stop-naming-species-after-awful-people/
[1] https://twitter.com/birdnames4birds/status/1291908933406384130?s=21
[1] https://www.scientificamerican.com/article/when-one-protected-species-kills-another-what-are-conservationists-to-do1/
[1] https://twitter.com/i/web/status/1293147749563740161
[1] https://twitter.com/i/web/status/1293261764663160836

Top URLs in Tweet in G4:
[12] https://www.scientificamerican.com/article/nine-important-things-weve-learned-about-the-coronavirus-pandemic-so-far/
[7] https://www.scientificamerican.com/article/light-pollution-from-coastal-cities-reaches-seafloor/
[4] https://www.scientificamerican.com/article/weird-mystery-seeds-arriving-by-mail-sprout-biodiversity-concerns/
[3] https://www.scientificamerican.com/article/the-1918-flu-faded-in-our-collective-memory-we-might-lsquo-forget-rsquo-the-coronavirus-too/
[3] https://www.scientificamerican.com/article/higgs-boson-gives-next-generation-particle-its-heft/
[3] https://www.scientificamerican.com/article/russias-fast-track-coronavirus-vaccine-draws-outrage-over-safety/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236761368=1
[2] https://www.scientificamerican.com/article/the-science-of-sourdough-how-microbes-enabled-a-pandemic-pastime/
[2] https://www.scientificamerican.com/article/america-is-preparing-for-the-wrong-arctic-crisis/
[2] https://www.scientificamerican.com/article/thousands-volunteer-for-covid-19-vaccine-study/
[2] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236565612=1

Top URLs in Tweet in G5:
[23] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/
[14] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236565612=1
[10] https://www.scientificamerican.com/article/the-film-radioactive-shows-how-marie-curie-was-a-woman-of-the-future/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236681854=1
[7] https://www.scientificamerican.com/article/russias-fast-track-coronavirus-vaccine-draws-outrage-over-safety/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236761368=1
[5] https://www.scientificamerican.com/article/how-dozens-of-languages-help-build-gender-stereotypes/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236579571=1
[5] https://www.scientificamerican.com/article/two-decades-of-pandemic-war-games-failed-to-account-for-donald-trump/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236599174=1
[5] https://www.scientificamerican.com/article/methane-cloud-sitting-over-u-s-southwest-threatens-indigenous-residents/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236601892=1
[4] https://www.scientificamerican.com/article/can-a-cartoon-raccoon-keep-schoolkids-safe-from-covid-19/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236579601=1
[4] https://www.scientificamerican.com/article/how-to-evaluate-covid-19-news-without-freaking-out1/
[3] https://www.scientificamerican.com/article/how-scientists-solved-one-of-the-greatest-open-questions-in-quantum-physics/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236721456=1

Top URLs in Tweet in G6:
[16] https://twitter.com/sciam/status/1293765463277699072
[15] https://twitter.com/sciam/status/1291795736041082880
[14] https://twitter.com/sciam/status/1292894101080281096
[12] https://twitter.com/sciam/status/1291075350445817858
[12] https://twitter.com/sciam/status/1291445643362422785
[9] https://twitter.com/sciam/status/1294011519366238215
[7] https://twitter.com/sciam/status/1290707719490609155
[7] https://twitter.com/sciam/status/1291100192297619456
[7] https://twitter.com/sciam/status/1291140844725174272
[5] https://twitter.com/sciam/status/1291328196726726656

Top URLs in Tweet in G7:
[2] http://www.starch.dk/private/energy/sciam%20jan%202002.pdf
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs43017-019-0001-x
[1] https://twitter.com/i/web/status/1293635539728556035
[1] https://www.scientificamerican.com/article/methane-cloud-sitting-over-u-s-southwest-threatens-indigenous-residents/
[1] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236565612=1
[1] https://www.scientificamerican.com/article/invisible-ink-could-reveal-whether-kids-have-been-vaccinated/
[1] http://sealevel.info/ScientificAmerican_1920-11-27_CO2_fertilization.html
[1] https://www.youtube.com/watch?v=zOwHT8yS1XI

[1] https://ourworldindata.org/famines
[1] https://twitter.com/ncdave4life/status/1215246375040049152

Top URLs in Tweet in G8:
[2] https://www.scientificamerican.com/article/women-in-science-may-suffer-lasting-career-damage-from-covid-19/
[2] https://www.scientificamerican.com/article/nine-important-things-weve-learned-about-the-coronavirus-pandemic-so-far/
[1] https://twitter.com/lindy2350/status/1294415795531939840
[1] https://www.scientificamerican.com/article/the-film-radioactive-shows-how-marie-curie-was-a-woman-of-the-future/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236681854=1
[1] https://blogs.scientificamerican.com/observations/galileos-lessons-for-living-and-working-through-a-plague/
[1] https://www.scientificamerican.com/article/unraveling-the-mindset-of-victimhood/?amp;text=Unraveling
[1] https://www.scientificamerican.com/article/what-is-ammonium-nitrate-the-chemical-that-exploded-in-beirut/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236565612=1
[1] https://www.scientificamerican.com/article/can-a-cartoon-raccoon-keep-schoolkids-safe-from-covid-19/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236579601=1
[1] https://www.scientificamerican.com/article/methane-cloud-sitting-over-u-s-southwest-threatens-indigenous-residents/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236601892=1
[1] https://twitter.com/i/web/status/1293812451327213568

Top URLs in Tweet in G9:
[8] https://twitter.com/sciam/status/1294011519366238215
[2] https://www.scientificamerican.com/article/two-decades-of-pandemic-war-games-failed-to-account-for-donald-trump/
[2] https://www.scientificamerican.com/article/a-429-million-year-old-trilobite-had-eyes-like-those-of-modern-bees/
[1] https://blogs.scientificamerican.com/observations/a-scary-year-for-climate-change/
[1] https://twitter.com/i/web/status/1294415184988114946
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fmann-why-global-warming-will-cross-a-dangerous-threshold-in-2036%2F
[1] https://www.scientificamerican.com/article/methane-cloud-sitting-over-u-s-southwest-threatens-indigenous-residents/
[1] https://www.scientificamerican.com/article/europes-euclid-space-telescope-will-see-cosmos-with-panoramic-vision/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236568976=1
[1] https://twitter.com/ItheMissingLink/status/1291795727107026945?s=19

Top URLs in Tweet in G10:
[3] https://www.scientificamerican.com/article/the-film-radioactive-shows-how-marie-curie-was-a-woman-of-the-future/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf236681854=1
[2] https://www.scientificamerican.com/article/the-film-radioactive-shows-how-marie-curie-was-a-woman-of-the-future/
[1] https://twitter.com/i/web/status/1294347946247553024
[1] https://www.facebook.com/729128910488468/posts/2473167032751305/
[1] https://radiumgirlsmovie.com
[1] https://books.google.com/books/about/The_Radium_Girls.html?id=NJvEDQAAQBAJ
[1] https://twitter.com/i/web/status/1292728418694438912
[1] https://twitter.com/i/web/status/1292794476440612873
[1] https://twitter.com/i/web/status/1292791605490069505
[1] https://twitter.com/asystemfor/status/1284465441906266115

Top Domains
Top Domains in Tweet in Entire Graph:
[2753] scientificamerican.com
[517] twitter.com
[57] com.br
[12] youtube.com
[8] google.com
[7] bit.ly
[7] wikipedia.org
[6] getpocket.com
[6] facebook.com
[6] blogspot.com

Top Domains in Tweet in G1:
[2083] scientificamerican.com
[84] twitter.com
[6] apple.news
[5] youtube.com
[3] blogspot.com
[3] coastalnewstoday.com
[2] bit.ly
[2] nextbillion.net
[2] gwern.net
[2] getpocket.com

Top Domains in Tweet in G2:
[25] scientificamerican.com
[18] twitter.com
[4] facebook.com
[2] sciencefriday.com
[2] cmnh.org
[1] youtube.com
[1] originalgodconsciousness.com
[1] amazon.com
[1] blogspot.com
[1] wiley.com

Top Domains in Tweet in G3:
[76] scientificamerican.com
[28] twitter.com

Top Domains in Tweet in G4:
[70] scientificamerican.com
[12] twitter.com
[3] wikipedia.org
[2] nature.com
[1] wordpress.com
[1] understandinguncertainty.org
[1] youtube.com
[1] sigmaxi.org

Top Domains in Tweet in G5:
[121] scientificamerican.com
[10] twitter.com
[1] as.pn

Top Domains in Tweet in G6:
[188] twitter.com
[91] scientificamerican.com
[11] com.br
[4] bit.ly
[4] google.com
[2] youtube.com
[2] wikipedia.org
[1] quantamagazine.org
[1] phys.org
[1] pastebin.com

Top Domains in Tweet in G7:
[3] scientificamerican.com
[2] twitter.com
[2] starch.dk
[1] nature.com
[1] sealevel.info
[1] youtube.com
[1] ourworldindata.org

Top Domains in Tweet in G8:
[13] scientificamerican.com
[5] twitter.com
[1] medium.com
[1] amazon.ca

Top Domains in Tweet in G9:
[10] twitter.com
[8] scientificamerican.com

Top Domains in Tweet in G10:
[6] twitter.com
[6] scientificamerican.com
[1] facebook.com
[1] radiumgirlsmovie.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[619] sharkweek
[324] beirut
[224] covid19
[66] ai
[57] drones
[36] drone
[35] robotics
[34] technology
[34] innovation
[31] machinelearning



Top Hashtags in Tweet in G1:
[292] beirut
[35] covid19
[21] podcast
[19] actonclimate
[16] science
[15] sciamwebinars
[10] airpollution
[9] sharkweek
[8] narrativemedicine
[7] artificialintelligence

Top Hashtags in Tweet in G2:
[4] idabucky
[4] idabig
[3] physics
[3] cognitiveradar
[3] sharkweek
[2] chemistry
[2] olympiacide
[2] eyebrows
[2] a1
[2] a2

Top Hashtags in Tweet in G3:
[550] sharkweek
[5] womeninstem
[4] overpopulation
[4] covid19
[3] sharkweek2020
[2] gendergap
[1] womeninsharkscience
[1] womenempowerment
[1] metoo
[1] orcaweek

Top Hashtags in Tweet in G4:
[49] sharkweek
[9] covid19
[5] lightpollution
[5] coronavirus
[2] beirut
[2] sunsets
[1] energy
[1] sciamwebinars
[1] cork
[1] dataviz

Top Hashtags in Tweet in G5:
[27] covid19
[14] beirut
[5] npfvaccine
[3] c2awards
[3] sharkweek
[1] ø¨ùšø±ùˆøª_ù…ù†ùƒùˆø¨ø©
[1] otd
[1] bullshit
[1] english
[1] genderstereotypes

Top Hashtags in Tweet in G6:
[5] beirut
[5] covid19
[2] bakeadifference
[2] trilobite
[2] beirutexplosion
[2] sharkweek
[2] sciamwebinars
[1] sars_cov_2
[1] lungcancer
[1] baddecisions

Top Hashtags in Tweet in G7:
[7] epa
[1] beirut

Top Hashtags in Tweet in G8:
[134] covid19
[5] coronavirus
[1] womeninstem
[1] beirut

Top Hashtags in Tweet in G9:
[1] climatechange
[1] sealevelrise

Top Hashtags in Tweet in G10:
[2] mariecurie
[2] mariasklodowskacurie
[2] sharkweek
[1] davidperlman
[1] whitelivesmatter
[1] marinescience

Top Words
Top Words in Tweet in Entire Graph:
[4956] sciam
[1128] science
[973] people
[800] women
[715] dr_catmac
[670] laurahelmuth
[656] shark
[619] #sharkweek
[591] pandemic
[554] thought

Top Words in Tweet in G1:
[2824] sciam
[377] ammonium
[377] nitrate
[320] chemical
[311] exploded
[292] #beirut
[273] shows
[267] pandemic
[264] woman
[263] future

Top Words in Tweet in G2:
[168] sciam
[31] aaas
[25] popmech
[23] bbcworld
[23] time
[23] natgeo
[21] nobelprize
[21] fbi
[17] wired
[17] nature

Top Words in Tweet in G3:
[698] dr_catmac
[598] shark
[560] science
[550] #sharkweek
[543] women
[525] thought
[523] people
[522] color
[521] overreacting
[521] presents

Top Words in Tweet in G4:
[604] laurahelmuth
[264] people
[257] things
[251] first
[247] learn
[245] tend
[212] sciam
[209] pandemic
[129] especially
[129] problem

Top Words in Tweet in G5:
[259] sciam
[81] sophiebushwick
[76] beirut
[73] ammonium
[73] nitrate
[70] disaster
[58] covid
[50] experts
[49] explosions
[49] 19

Top Words in Tweet in G6:
[109] sciam
[14] pandemic
[12] science
[12] time
[12] more
[11] scientists
[11] over
[10] two
[9] people
[9] one

Top Words in Tweet in G7:
[10] sciam
[9] dawntj90
[8] climatehope2
[8] over
[8] joetheatheist
[7] methane
[7] cloud
[7] sitting
[7] southwest
[7] threatens

Top Words in Tweet in G8:
[170] sciam
[161] jilliankramer
[154] women
[148] science
[144] picardonhealth
[140] edyong209
[134] #covid19
[132] career
[131] lasting
[130] suffer

Top Words in Tweet in G9:
[132] climate
[132] change
[68] year
[68] global
[67] leanahosea
[66] scary
[66] scientists
[66] warning
[66] severe
[66] impacts

Top Words in Tweet in G10:
[101] marie
[101] microbiomdigest
[100] curie
[88] stared
[88] down
[88] sexism
[88] obstacles
[88] faced
[88] day
[88] providing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[551] shark,science
[537] thought,women
[537] women,people
[537] people,color
[537] color,shark
[537] science,overreacting
[537] overreacting,#sharkweek
[537] #sharkweek,presents
[537] presents,tried
[536] dr_catmac,thought

Top Word Pairs in Tweet in G1:
[377] ammonium,nitrate
[342] sciam,ammonium
[311] chemical,exploded
[310] nitrate,chemical
[289] exploded,#beirut
[260] marie,curie
[258] woman,future
[257] film,radioactive
[257] radioactive,shows
[257] shows,marie

Top Word Pairs in Tweet in G2:
[14] wired,sciam
[14] sciam,cnet
[14] cnet,bbcworld
[14] techcrunch,time
[13] natgeo,popmech
[11] ucl,sciam
[10] popmech,sciencedaily
[10] sciencedaily,nature
[10] bbcworld,techcrunch
[10] time,spacex

Top Word Pairs in Tweet in G3:
[535] shark,science
[521] thought,women
[521] women,people
[521] people,color
[521] color,shark
[521] science,overreacting
[521] overreacting,#sharkweek
[521] #sharkweek,presents
[521] presents,tried
[520] dr_catmac,thought

Top Word Pairs in Tweet in G4:
[245] first,things
[127] learn,subject
[126] things,people
[126] people,learn
[126] subject,especially
[126] especially,terrifying
[126] terrifying,disease
[126] disease,tend
[126] tend,stick
[126] stick,hard

Top Word Pairs in Tweet in G5:
[73] ammonium,nitrate
[49] covid,19
[44] explosions,disaster
[44] disaster,beirut
[44] beirut,take
[44] take,place
[44] place,experts
[44] experts,sift
[44] sift,video
[44] video,footage

Top Word Pairs in Tweet in G6:
[8] covid,19
[7] ammonium,nitrate
[7] sciam,mind
[7] mind,brain
[7] brain,brainsights
[7] brainsights,ios
[6] sciam,scientists
[4] metrics,well
[4] well,being
[4] blá,blá

Top Word Pairs in Tweet in G7:
[7] methane,cloud
[7] cloud,sitting
[7] sitting,over
[7] over,southwest
[7] southwest,threatens
[7] threatens,indigenous
[7] indigenous,residents
[7] residents,#epa
[7] #epa,stands
[7] stands,epa

Top Word Pairs in Tweet in G8:
[144] women,science
[143] jilliankramer,sciam
[139] sciam,edyong209
[130] science,suffer
[130] suffer,lasting
[130] lasting,career
[130] career,damage
[130] damage,#covid19
[130] #covid19,jilliankramer
[129] picardonhealth,women

Top Word Pairs in Tweet in G9:
[132] climate,change
[66] scary,year
[66] year,climate
[66] change,scientists
[66] scientists,warning
[66] warning,severe
[66] severe,global
[66] global,impacts
[66] impacts,climate
[66] change,more

Top Word Pairs in Tweet in G10:
[100] marie,curie
[88] curie,stared
[88] stared,down
[88] down,sexism
[88] sexism,obstacles
[88] obstacles,faced
[88] faced,day
[88] day,providing
[88] providing,legacy
[88] legacy,achievement

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@dr_catmac
@marytherese99
@gellmanrebecca
@k_stebb
@tinasinecu
@wired
@marcus24576385
@picardonhealth

Top Replied-To in G1:
@sciam
@underwaterlance
@laurahelmuth
@josephestiglitz
@islamsciencenet
@athertonkd
@hi_roger
@paullan21302272
@rtheatheist
@ryanmor16579750

Top Replied-To in G2:
@wired
@saracarterdc
@realdonaldtrump
@googleai
@albertlee2020
@piney_the
@theeconomist
@chrisschodt
@hillaryclinton
@cuomoprimetime

Top Replied-To in G3:
@dr_catmac
@whysharksmatter
@sciam
@laurahelmuth
@ss_henriques
@kgbraff4
@catpillowguy
@matt325ci
@camila13caceres
@gcasselberry

Top Replied-To in G4:
@laurahelmuth
@schlabonski
@wearamask456
@scotthersh314
@sciam
@nullaindustries
@johnnycolours
@liztormes
@ykarenkwon
@tristan_dupree

Top Replied-To in G5:
@sciam
@sophiebushwick
@sunyaaa
@zbatkalis
@geoff_oxnard
@laurahelmuth
@heilung_
@markrossstudio
@whysharksmatter
@pinnarney

Top Replied-To in G6:
@iris82412553

Top Replied-To in G7:
@jsharkjill
@joetheatheist
@dan613
@fcmfcs2019
@martinbrampton

Top Replied-To in G8:
@picardonhealth
@laurahelmuth
@sciam
@reshmajagsi
@king68999
@realfabianberg

Top Replied-To in G9:
@leanahosea
@chambersfw1
@michaelemann
@kelzcouch

Top Replied-To in G10:
@microbiomdigest
@laurahelmuth
@flammeusasio
@psikon3
@manoorhande
@russellcris

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@dr_catmac
@laurahelmuth
@laelaps
@jilliankramer
@edyong209
@picardonhealth
@megaonline
@microbiomdigest

Top Mentioned in G1:
@sciam
@laelaps
@josephestiglitz
@islamsciencenet
@springernature
@rnfrstalliance
@markfischetti
@greens4nuclear
@rogerslabucd
@native4data

Top Mentioned in G2:
@sciam
@aaas
@popmech
@bbcworld
@natgeo
@fbi
@nobelprize
@time
@nature
@popsci

Top Mentioned in G3:
@dr_catmac
@sciam
@whysharksmatter
@juliepackard
@omgirlsvt
@womeninmmsci
@discovery
@highamlab
@scatter_cushion
@drofmedia

Top Mentioned in G4:
@laurahelmuth
@sciam
@dis
@scotthersh314
@malofiej
@sciencefocus
@leslie_nemo
@fedfragapane
@ykarenkwon
@naturenews

Top Mentioned in G5:
@sciam
@sophiebushwick
@stevemirsky
@ct_bergstrom
@sunyaaa
@jfischman
@go2foundation
@laurahelmuth
@scifri
@waytgibbs

Top Mentioned in G6:
@mint22com
@hoplitnet
@frieeend2010

Top Mentioned in G7:
@dawntj90
@climatehope2
@sciam
@zombiepiano
@tangomitteckel
@thedisproof
@kenneth72712993
@ethonraptor
@nikolovscience
@kctaz

Top Mentioned in G8:
@sciam
@jilliankramer
@edyong209
@picardonhealth
@reshmajagsi
@sci
@drcchambers
@fleemanator
@zaarlyliz

Top Mentioned in G9:
@leanahosea
@ecowarriorss
@michaelemann
@sciam
@ibejac
@chambersfw1
@johniadarola
@allinwithchris
@maddow
@maddowblog

Top Mentioned in G10:
@microbiomdigest
@sciam
@russellcris
@laurahelmuth
@donbehringer
@dr_catmac
@ncbs_uf_ifas
@sfchronicle
@authorportrait
@leanahosea

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sectest9
@jurylady5
@jatirado
@threadreaderapp
@kat4obama
@rjber15
@jondknight
@isaaranjuez
@thereal_rebel

Top Tweeters in G1:
@mccarrenbill
@maybel65
@dgendvil
@ruisaldanha
@mulher_noticia
@vostokintheair
@fleming77
@teram323tere
@jjj5819
@frecklesxx20

Top Tweeters in G2:
@indiatoday
@ndtv
@guardian
@timesofindia
@reuters
@timesnow
@nytimes
@reagangomez
@s_t_a_r_g_a_z_e
@washingtonpost

Top Tweeters in G3:
@kat4obama
@femtech_
@alizardx
@lizditz
@ryotahaga
@sidecastrpicks
@barbiewithatude
@jamesisaak2
@mannumellow
@taritac

Top Tweeters in G4:
@isaaranjuez
@estarianne
@tallyannae
@nihaustin
@daretothink53
@eigensinn83
@demfromct
@scopedbylarry
@shyduroff
@samlitzinger

Top Tweeters in G5:
@rjber15
@miguelhilargiak
@kenkircher1
@rosenchild
@morgfair
@kellyrek
@sinemetuvivere
@masky_jay_hoody
@josjosmar59
@dariosailor86

Top Tweeters in G6:
@jondknight
@cancercurenow
@mile_by_mile
@parvez1
@mrcellaneous
@sarahesoltan
@clmerle
@cleitoncamposp
@misosusanowa
@srslyshi

Top Tweeters in G7:
@threadreaderapp
@eddarrell
@voter1vote
@equi_noctis
@halleverkehrt
@rjdownard
@gillesnfio
@friendsoscience
@craigthomler
@piersmorgan

Top Tweeters in G8:
@wise_diva
@slate
@mythos1014
@neusamandrade
@budgothmog44
@viralvideovlogs
@vesperuk
@coralreef84
@the_nabster
@reneejoy41

Top Tweeters in G9:
@jurylady5
@b1e56df9ce6549f
@scheerenberger
@wgarnews
@broomstick33
@gezgintrk
@lkafle
@thesandlings
@lighthealing
@junglefruits

Top Tweeters in G10:
@garthworld
@ngourd
@tenej_jenet
@laxietoo
@sshin6591
@anubeon
@grb090423
@sfchronicle
@sachi_bbsr
@elizapublishing


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