sciam, Twitter, 11/10/2019 9:24:00 PM, 216002
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sciam_2019-11-10_12-56-18.xlsx
sciam_2019-11-10_12-56-18.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
November 10, 2019
Short Description:
sciam via NodeXL http://bit.ly/34OFIPY
@sciam
@whysharksmatter
@ipbes
@a_normalday
@brionesci
@kelso_harper
@frankeuno
@sfiscience
@astro_jonny
@dee_nastee

Top hashtags:
#science
#voyager2
#climatechange
#ai
#economics
#endhiv
#bestsciencegifs
#hiv
#undocumented

Description:
Description
The graph represents a network of 4,696 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, 10 November 2019 at 20:57 UTC.

The requested start date was Sunday, 10 November 2019 at 01:01 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, 5-hour, 56-minute period from Monday, 04 November 2019 at 19:01 UTC to Sunday, 10 November 2019 at 00:58 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 : 4696
Unique Edges : 6293
Edges With Duplicates : 3005
Total Edges : 9298
Number of Edge Types : 3
Mentions : 7981
Replies to : 853
Tweet : 464
Self-Loops : 464
Reciprocated Vertex Pair Ratio : 0.0185375901132853
Reciprocated Edge Ratio : 0.0364004044489383
Connected Components : 259
Single-Vertex Connected Components : 194
Maximum Vertices in a Connected Component : 4264
Maximum Edges in a Connected Component : 8781
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.877611
Graph Density : 0.000314000722070128
Modularity : 0.557092
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,696 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, 10 November 2019 at 20:57 UTC.

The requested start date was Sunday, 10 November 2019 at 01:01 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, 5-hour, 56-minute period from Monday, 04 November 2019 at 19:01 UTC to Sunday, 10 November 2019 at 00:58 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[129] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223076458=1
[78] https://www.scientificamerican.com/article/quantum-computer-made-from-photons-achieves-a-new-record/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223063332=1
[67] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223076682=1
[65] https://www.scientificamerican.com/article/farms-can-harvest-energy-along-with-food/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf222910060=1
[64] https://www.scientificamerican.com/article/brazilian-ants-build-unusual-trap-for-bugs/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223154196=1
[46] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?amp
[44] https://twitter.com/sciam/status/1192562571158708224
[39] https://www.scientificamerican.com/article/new-alzheimers-therapy-approved-in-china-delivering-a-surprise-but-raising-questions/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223022808=1
[37] https://www.scientificamerican.com/article/phage-therapy-could-beat-drug-resistant-illnesses/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223085378=1
[37] https://twitter.com/sciam/status/1192176100383682560

Top URLs in Tweet in G1:
[120] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223076458=1
[70] https://www.scientificamerican.com/article/quantum-computer-made-from-photons-achieves-a-new-record/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223063332=1
[58] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223076682=1
[56] https://www.scientificamerican.com/article/brazilian-ants-build-unusual-trap-for-bugs/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223154196=1
[54] https://www.scientificamerican.com/article/farms-can-harvest-energy-along-with-food/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf222910060=1
[44] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?amp
[33] https://www.scientificamerican.com/article/new-alzheimers-therapy-approved-in-china-delivering-a-surprise-but-raising-questions/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223022808=1
[31] https://www.scientificamerican.com/article/phage-therapy-could-beat-drug-resistant-illnesses/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223085378=1
[28] https://www.scientificamerican.com/article/quantum-computer-made-from-photons-achieves-a-new-record/?amp
[27] https://www.scientificamerican.com/article/deep-sleep-gives-your-brain-a-deep-clean1/?amp

Top URLs in Tweet in G2:
[2] https://twitter.com/memcculloch/status/1192397799528251393
[1] https://www.scientificamerican.com/article/is-the-universe-a-giant-loop/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223022832=1
[1] https://www.scientificamerican.com/article/as-seas-rise-king-tides-increasingly-inundate-the-atlantic-coast/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223075701=1
[1] https://blogs.scientificamerican.com/observations/a-scary-year-for-climate-change/
[1] https://twitter.com/sciam/status/1192834554744188928
[1] https://www.theguardian.com/environment/2019/may/06/human-society-under-urgent-threat-loss-earth-natural-life-un-report
[1] https://twitter.com/memcculloch/status/1192451525530050560
[1] https://blogs.scientificamerican.com/observations/are-we-doing-everything-we-can-to-treat-infertility/?amp
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-contagion-of-corruption%2F
[1] https://twitter.com/sciam/status/1192176100383682560

Top URLs in Tweet in G3:
[1] https://blogs.scientificamerican.com/observations/scientists-should-stop-naming-species-after-awful-people/
[1] https://twitter.com/i/web/status/1193307528093929472
[1] https://www.theguardian.com/us-news/2018/dec/18/blind-amphibian-named-after-trumps-climate-change-stance
[1] https://en.wikipedia.org/wiki/Strigiphilus_garylarsoni
[1] https://twitter.com/i/web/status/1193308962625478658
[1] https://twitter.com/i/web/status/1193307070658826241
[1] https://www.amazon.com/Scandal-Betrayal-Worlds-Beautiful-Orchid/dp/0813060567/ref=tmm_pap_title_0?_encoding=UTF8&qid=&sr=
[1] https://blogs.scientificamerican.com/observations/scientists-should-stop-naming-species-after-awful-people/?amp
[1] https://twitter.com/i/web/status/1193267465838628865
[1] https://twitter.com/i/web/status/1193223697961803777

Top URLs in Tweet in G4:
[18] https://twitter.com/sciam/status/1192562571158708224
[17] https://twitter.com/sciam/status/1192497457277652993
[13] https://twitter.com/sciam/status/1192176100383682560
[12] https://twitter.com/sciam/status/1191392541800828928
[10] https://twitter.com/sciam/status/1192109437307236353
[8] https://twitter.com/sciam/status/1191762809991958528
[8] https://twitter.com/sciam/status/1192049043742085120
[8] https://twitter.com/sciam/status/1192299511936376832
[8] https://twitter.com/sciam/status/1192834554744188928
[7] https://twitter.com/sciam/status/1192574716529262592

Top URLs in Tweet in G5:
[2] https://principia-scientific.org/evidence-co2-is-not-a-greenhouse-gas/
[1] http://roserightswrongs.blogspot.com/2019/02/the-zika-wolbachia-connection-what-who.html
[1] https://twitter.com/sciam/status/1190720279372283909
[1] http://sealevel.info/1920sciamCO2/
[1] https://twitter.com/Anarchae0logist/status/1190476312156065792
[1] https://static.scientificamerican.com/sciam/cache/file/F89557A5-D647-4C6E-B337009B191F2FAA_source.jpg?w=590&h=800&3C761E76-3934-4976-9EA58A07B713F77C
[1] https://twitter.com/BoringPrufrock/status/1192373250531250178
[1] https://wattsupwiththat.com/2019/11/04/polar-bears-precipitated-netflix-walrus-deaths-new-attenborough-tv-special-shows/
[1] https://www.sourcewatch.org/index.php/Patrick_Moore
[1] https://www.nature.com/ngeo/journal/v6/n5/full/ngeo1797.html

Top URLs in Tweet in G6:
[4] https://www.scientificamerican.com/article/geometry-versus-gerrymandering/
[1] https://blogs.scientificamerican.com/observations/the-secret-life-of-kudzu/
[1] https://blogs.scientificamerican.com/observations/a-scary-year-for-climate-change/
[1] https://babyawacs.wordpress.com/2019/11/06/sciam-nature-the-scret-to-matter-creation-is-my-theory-namely-that-youneed-a-cumulative-charge-imbalance-in-wave-like-dispers-ion-of-energy-to-form-a-cumulative-coat-charge-and-countercharge-coresp/
[1] https://babyawacs.wordpress.com/2019/11/05/nasa-esa-jsa-cosmo%e2%80%8e-nature-sciam-abrilliant-assumption-but-likely-false-the-timeframes-dont-add-up-4billionyears-tomake-dinos-from-nothingbut-rocks-if-conditions-are-right-is/
[1] https://babyawacs.wordpress.com/2019/11/08/sciam-physics-nature-naturephysics-%e2%80%8e-multiverse-theories-are-likely-false-because-they-assume-ex-istence-of-time-imply-spacetime-fibers-which-then-expand-by-the-matter-in-it-a/
[1] https://www.ornl.gov/news/machine-learning-analyses-help-unlock-secrets-stable-supercrystal
[1] https://babyawacs.wordpress.com/2019/11/09/sciam-nature-naturephysics-natureelectron-ornl-losalamosnatlab-https-www-ornl-gov-news-machine-learning-analyses-help-unlock-secrets-stable-supercrystal-really-interesting-superchrystal-struc-2/
[1] https://www.scientificamerican.com/article/voyager-2-makes-an-unexpectedly-clean-break-from-the-solar-system/
[1] https://www.scientificamerican.com/article/particle-robots-work-together-to-perform-tasks/

Top URLs in Tweet in G7:
[9] https://www.scientificamerican.com/article/budding-organs-science-on-blast-s-and-human-robot-synchronicity-science-gifs-to-start-your-week/
[6] https://www.scientificamerican.com/article/farms-can-harvest-energy-along-with-food/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf222910060=1
[4] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223076458=1
[3] https://www.scientificamerican.com/article/first-new-hiv-strain-in-19-years-identified/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223076682=1
[3] https://www.scientificamerican.com/article/phage-therapy-could-beat-drug-resistant-illnesses/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223085378=1
[3] https://www.scientificamerican.com/article/quantum-computer-made-from-photons-achieves-a-new-record/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223063332=1
[3] https://www.scientificamerican.com/article/new-alzheimers-therapy-approved-in-china-delivering-a-surprise-but-raising-questions/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223022808=1
[2] https://www.scientificamerican.com/article/is-the-universe-a-giant-loop/
[2] https://blogs.scientificamerican.com/observations/scientists-should-stop-naming-species-after-awful-people/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223241740=1
[2] https://www.scientificamerican.com/article/brazilian-ants-build-unusual-trap-for-bugs/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223154196=1

Top URLs in Tweet in G8:
[15] http://sciam.uol.com.br/estudo-pioneiro-revela-que-aves-tambem-podem-possuir-sociedade-complexa/
[8] http://sciam.uol.com.br/computador-quantico-de-fotons-atinge-importante-recorde/
[5] http://sciam.uol.com.br/espaconave-voyager-2-chegou-ao-espaco-interestelar/
[5] https://www.scientificamerican.com/article/kilometer-long-space-tether-tests-fuel-free-propulsion/?amp
[4] http://sciam.uol.com.br/terra-vive-emergencia-climatica-declara-grupo-internacional-de-cientistas/
[3] http://sciam.uol.com.br/universo-pode-ser-curvo-aponta-novo-estudo/
[2] http://sciam.uol.com.br/novo-recorde-quantico-dois-mil-atomos-em-dois-lugares-ao-mesmo-tempo/
[2] https://www.scientificamerican.com/article/voyager-2-makes-an-unexpectedly-clean-break-from-the-solar-system/
[1] http://sciam.uol.com.br/tratamento-que-usa-crispr-para-editar-celulas-imunologicas-tem-primeira-avaliacao-positiva-em-humanos/
[1] http://sciam.uol.com.br/novo-medicamento-contra-alzheimer-e-aprovado-na-china-gerando-surpresa-e-duvidas/

Top URLs in Tweet in G9:
[1] https://www.scientificamerican.com/article/brazilian-ants-build-unusual-trap-for-bugs/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf223154196=1
[1] https://twitter.com/AmyMcGrathKY/status/1192268847639867394
[1] https://twitter.com/vincent13031925/status/1191836968017002496
[1] https://twitter.com/WebMD/status/1191037430020919297

Top URLs in Tweet in G10:
[1] https://twitter.com/sciam/status/1191392541800828928

Top Domains
Top Domains in Tweet in Entire Graph:
[1683] scientificamerican.com
[444] twitter.com
[57] com.br
[34] bit.ly
[14] youtube.com
[13] ow.ly
[11] buff.ly
[9] hubs.ly
[8] sciam.com
[6] blogspot.com

Top Domains in Tweet in G1:
[1280] scientificamerican.com
[48] twitter.com
[19] bit.ly
[8] youtube.com
[7] buff.ly
[5] ow.ly
[4] hubs.ly
[3] wikipedia.org
[2] nature.com
[1] insidetheperimeter.ca

Top Domains in Tweet in G2:
[13] twitter.com
[5] scientificamerican.com
[1] theguardian.com
[1] youtube.com
[1] wikipedia.org
[1] nasa.gov
[1] bbc.com
[1] vice.com
[1] oup.com
[1] silverchair.com

Top Domains in Tweet in G3:
[9] twitter.com
[2] scientificamerican.com
[1] theguardian.com
[1] wikipedia.org
[1] amazon.com
[1] worldofbuzz.com

Top Domains in Tweet in G4:
[168] twitter.com
[44] scientificamerican.com
[16] com.br
[8] sciam.com
[3] bit.ly
[2] medicbuddies.com
[1] hubs.ly
[1] livingworks.net
[1] google.gr
[1] plos.org

Top Domains in Tweet in G5:
[4] sciencemag.org
[3] twitter.com
[2] nature.com
[2] principia-scientific.org
[1] blogspot.com
[1] sealevel.info
[1] scientificamerican.com
[1] wattsupwiththat.com
[1] sourcewatch.org
[1] wiley.com

Top Domains in Tweet in G6:
[13] scientificamerican.com
[4] wordpress.com
[2] nature.com
[1] ornl.gov
[1] quantamagazine.org
[1] bit.ly

Top Domains in Tweet in G7:
[44] scientificamerican.com
[7] twitter.com
[1] bit.ly
[1] t.co

Top Domains in Tweet in G8:
[39] com.br
[11] scientificamerican.com
[3] twitter.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] scientificamerican.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[131] science
[78] voyager2
[76] climatechange
[66] ai
[47] economics
[40] endhiv
[27] bestsciencegifs
[22] hiv
[19] undocumented
[16] actonclimate



Top Hashtags in Tweet in G1:
[24] ai
[21] climatechange
[13] actonclimate
[11] science
[10] artificialintelligence
[8] cancer
[8] heartdisease
[7] forests
[7] quantum
[7] sleep

Top Hashtags in Tweet in G2:
[97] science
[6] rt
[6] climatechange
[3] climatechangeisreal
[1] qi
[1] quantisedinertia
[1] celebrateqi
[1] nocureforstupid
[1] climatehoax
[1] upset

Top Hashtags in Tweet in G3:
[7] ants
[4] orchid
[1] cancelculture
[1] cancelnature
[1] canceleverything
[1] firstworldproblems

Top Hashtags in Tweet in G4:
[12] science
[4] sciam
[3] spaceflight
[3] moon2mars
[3] scienceed
[3] scienceteacher
[3] nasa
[3] astronomy
[3] mars
[3] stem

Top Hashtags in Tweet in G5:
[3] billionaires
[3] privateequity
[3] health
[3] research
[1] leftist
[1] climatecrisis
[1] fakenews

Top Hashtags in Tweet in G6:
[2] writingscoop
[2] science
[2] space
[1] smithsonianfood
[1] kudzu
[1] didyouknow
[1] actonclimate
[1] energy
[1] carlsagan
[1] extraterrestrial

Top Hashtags in Tweet in G7:
[9] bestsciencegifs
[1] happyhalloween
[1] awesome
[1] anatomy
[1] fuckthesemonstersforever

Top Hashtags in Tweet in G8:
[2] maislidasoutubro
[2] news
[2] remotesensing
[1] material

Top Hashtags in Tweet in G9:
[2] impeachandremovetrump
[2] nikola
[2] pr
[2] nanotechnology
[2] medicine
[2] technology
[1] impeachtrump
[1] votebluetosaveamerica
[1] votebluenomatterwho
[1] votebluetoendthisnightmare

Top Hashtags in Tweet in G10:
[74] voyager2

Top Words
Top Words in Tweet in Entire Graph:
[2594] Words in Sentiment List#1: Positive
[3277] Words in Sentiment List#2: Negative
[37] Words in Sentiment List#3: Angry/Violent
[93901] Non-categorized Words
[99773] Total Words
[3599] sciam
[847] new
[386] scientists
[371] first
[354] â

Top Words in Tweet in G1:
[2183] sciam
[535] new
[272] first
[254] years
[244] strain
[240] 19
[239] hiv
[236] identified
[147] opinion
[144] show

Top Words in Tweet in G2:
[240] ipbes
[124] ipcc_ch
[103] â
[100] scientists
[99] new
[98] œlisten
[97] ðÿš
[97] gretathunberg's
[97] message
[97] clear

Top Words in Tweet in G3:
[278] whysharksmatter
[168] sciam
[133] honor
[132] scientists
[131] publicly
[130] renaming
[129] society
[128] era
[128] reconsidering
[128] schools

Top Words in Tweet in G4:
[81] ã
[57] sciam
[22] â
[18] ðÿ
[17] s
[16] brain
[16] new
[13] brainsights
[13] ios
[12] #science

Top Words in Tweet in G5:
[123] sciam
[117] ecosensenow
[52] anarchae0logist
[52] shawnadlink
[36] global
[35] frankwi74044551
[33] stewartstaudin1
[32] lynn_seguin
[28] over
[28] fake

Top Words in Tweet in G6:
[64] voyager
[64] 1
[40] sciam
[35] made
[35] space
[33] compared
[32] astronomers
[32] data
[32] journeys
[32] 2

Top Words in Tweet in G7:
[83] kelso_harper
[80] work
[80] model
[80] tiny
[79] took
[79] 3
[79] 981
[79] hours
[79] chunk
[79] mouse

Top Words in Tweet in G8:
[58] voyager
[54] 2
[49] interstellar
[49] space
[43] sciam
[32] new
[31] sciambrasil
[31] leebillings
[30] now
[30] year

Top Words in Tweet in G9:
[39] sciam
[16] msnbc
[14] bluebirddrunken
[8] annymahachai
[7] mistiblue
[7] zonephysics
[7] elonmusk
[6] sciencenews
[5] real
[5] newscientist

Top Words in Tweet in G10:
[74] mientras
[74] tanto
[74] hoy
[74] dã
[74] histã
[74] rico
[74] porque
[74] hemos
[74] sabido
[74] oficialmente

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[275] 19,years
[206] strain,19
[204] years,identified
[196] first,new
[190] studies,show
[189] new,hiv
[189] hiv,strain
[151] sciam,opinion
[136] suicide,prevention
[133] need,educated

Top Word Pairs in Tweet in G1:
[239] 19,years
[179] strain,19
[177] years,identified
[175] new,hiv
[175] hiv,strain
[168] first,new
[139] sciam,opinion
[136] studies,show
[121] suicide,prevention
[120] need,educated

Top Word Pairs in Tweet in G2:
[98] â,œlisten
[98] œlisten,scientists
[97] ðÿš,gretathunberg's
[97] gretathunberg's,message
[97] message,clear
[97] clear,â
[97] scientists,recent
[97] recent,ipcc_ch
[97] ipcc_ch,ipbes
[97] ipbes,new

Top Word Pairs in Tweet in G3:
[131] whysharksmatter,sciam
[130] publicly,honor
[128] era,society
[128] society,reconsidering
[128] reconsidering,publicly
[128] honor,renaming
[128] renaming,schools
[128] schools,removing
[128] removing,statues
[128] statues,scientists

Top Word Pairs in Tweet in G4:
[42] ã,ã
[13] brainsights,ios
[10] sciam,mind
[10] mind,brain
[10] brain,brainsights
[6] è,ã
[5] ã,œã
[5] ãƒ,ã
[5] ðÿ,ðÿ
[5] voyager,2

Top Word Pairs in Tweet in G5:
[48] ecosensenow,sciam
[44] shawnadlink,sciam
[36] anarchae0logist,shawnadlink
[33] ecosensenow,frankwi74044551
[33] frankwi74044551,anarchae0logist
[32] lynn_seguin,ecosensenow
[27] sciam,global
[25] read,caption
[25] caption,under
[25] under,fake

Top Word Pairs in Tweet in G6:
[64] voyager,1
[32] astronomers,compared
[32] compared,data
[32] data,journeys
[32] journeys,voyager
[32] 1,2
[32] 2,made
[32] made,interstellar
[32] interstellar,space
[32] space,found

Top Word Pairs in Tweet in G7:
[79] took,3
[79] 3,981
[79] 981,work
[79] work,hours
[79] hours,model
[79] model,chunk
[79] chunk,mouse
[79] mouse,brain
[79] brain,holds
[79] holds,89

Top Word Pairs in Tweet in G8:
[53] voyager,2
[32] interstellar,space
[30] now,sciam
[30] sciam,year
[30] year,ago
[30] ago,voyager
[30] 2,entered
[30] entered,interstellar
[30] space,today
[30] today,new

Top Word Pairs in Tweet in G9:
[14] bluebirddrunken,msnbc
[13] msnbc,sciam
[7] annymahachai,bluebirddrunken
[7] mistiblue,bluebirddrunken
[4] zonephysics,newscientist
[4] newscientist,sciam
[4] sciam,elonmusk
[4] amermedicalassn,sciam
[3] vostok,ice
[3] ice,core

Top Word Pairs in Tweet in G10:
[74] mientras,tanto
[74] tanto,hoy
[74] hoy,dã
[74] dã,histã
[74] histã,rico
[74] rico,porque
[74] porque,hemos
[74] hemos,sabido
[74] sabido,oficialmente
[74] oficialmente,#voyager2

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@whysharksmatter
@greenrealdeal1
@pierretherrie14
@philip_goff
@stewartstaudin1
@naegleria1
@primalpoly
@fcriadoboado
@springernature

Top Replied-To in G1:
@sciam
@springernature
@zuluagajorge
@antenna_group
@cliffordsosis
@maggiesdad34
@molochzv2
@travisb70235122
@amplifycapital
@novapbs

Top Replied-To in G2:
@ipbes
@sciam
@popsci
@youtube
@frankeuno
@abc
@potus
@dnc
@slpng_giants
@gayrightswatch

Top Replied-To in G3:
@whysharksmatter
@primalpoly
@jackcschultz
@watlfish
@sciam
@thelemurguy
@drandrewthaler
@craigtimes
@drkmabrams
@markdharris

Top Replied-To in G5:
@greenrealdeal1
@pierretherrie14
@stewartstaudin1
@naegleria1
@ecosensenow
@th3hum4nb3ing
@echopeus
@dawntj90
@unitambo
@ncdave4life

Top Replied-To in G6:
@sciam
@mit
@ornlcomputing
@physorg_com
@robertoglezcano
@nasa
@sukant_khurana
@royalsociety
@curiouswavefn

Top Replied-To in G7:
@pulitzercenter
@kelso_harper
@streetlightdawn

Top Replied-To in G8:
@keithmansfield
@jjroftms
@leebillings

Top Replied-To in G9:
@annymahachai
@mistiblue
@zonephysics
@sciam
@forbes
@thegoodgodabove
@oregonstate
@robgmacfarlane
@afneil
@kingscollegelon

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@whysharksmatter
@gretathunberg
@ipcc_ch
@ipbes
@ecosensenow
@zuluagajorge
@kelso_harper
@brionesci
@senwhitehouse

Top Mentioned in G1:
@sciam
@zuluagajorge
@girlandkat
@tomholtzpaleo
@amplifycapital
@laelaps
@travisb70235122
@sierraclub
@green4ema

Top Mentioned in G2:
@gretathunberg
@ipcc_ch
@ipbes
@sciam
@russellcris
@steb777
@realdonaldtrump
@grist
@newscientist
@paulhbeckwith

Top Mentioned in G3:
@whysharksmatter
@sciam
@primalpoly
@selbygardens
@craigtimes
@friel
@jackcschultz
@thelemurguy
@sentientist
@drkmabrams

Top Mentioned in G4:
@southerngemgal
@artvolumeone
@mpreddy54
@bitacorabeagle
@maggie_mcneill

Top Mentioned in G5:
@sciam
@ecosensenow
@shawnadlink
@anarchae0logist
@frankwi74044551
@lynn_seguin
@stewartstaudin1
@ethonraptor
@mattp1949
@dvibrationz

Top Mentioned in G6:
@mit
@sciam
@nature
@naturephysics
@princetonupress
@dashunwang
@kshartnett
@quantamagazine
@cgg_mx
@mbarany

Top Mentioned in G7:
@kelso_harper
@sciam
@jeffdelviscio
@areesesantafe
@mpibrain
@livescience
@pulitzercenter
@apsphysics
@cintagliata

Top Mentioned in G8:
@sciam
@sciambrasil
@leebillings
@astro_jonny
@usnrl
@jeremyhsu
@sophiebushwick
@tmssociety
@nairsameer
@ieee_grss

Top Mentioned in G9:
@sciam
@msnbc
@bluebirddrunken
@elonmusk
@sciencenews
@newscientist
@amermedicalassn
@who
@patel4witham
@un

Top Mentioned in G10:
@brionesci

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@odio_nao
@lotsoflovefromm
@defendressofsan
@janromes
@ericdemarylebon
@sddphoto
@saragomezaranci
@steviesofetch_
@paxnostrum

Top Tweeters in G1:
@jurylady5
@janromes
@ericdemarylebon
@sddphoto
@paxnostrum
@dgendvil
@givemepie360
@sws_edu
@cberrl
@owlwoman911_

Top Tweeters in G2:
@thehill
@business
@foxnews
@bbcnews
@dingabelle
@politico
@youranoncentral
@watchdogsniffer
@usatoday
@jj_angelus

Top Tweeters in G3:
@frecklesxx20
@shortstack81
@cangal_39
@whysharksmatter
@sukesh99475574
@arclight
@leafwarbler
@haggewoods
@saunieindiego
@may_gun

Top Tweeters in G4:
@lotsoflovefromm
@southerngemgal
@ceetron
@alpsirman
@avocalistsrival
@maggie_mcneill
@artvolumeone
@elkequedejoe
@cleitoncamposp
@purserj

Top Tweeters in G5:
@susaniverach
@knuckldraginsam
@tokyo_tom
@veronicatalbot9
@adevotedyogi
@regimechangebc
@dunvirkin
@nuvaslacker
@rogtallbloke
@gillesnfio

Top Tweeters in G6:
@chiefofwolves
@braintwat
@theeconomist
@nareshchandrac
@physorg_com
@dubengeldu
@ricardoblanco
@fixer92
@siddarthpaim
@amhistorymuseum

Top Tweeters in G7:
@vivodisogniebas
@sergiolugo
@dlhampton
@alpha1malegroom
@masky_jay_hoody
@melizeche
@madinrash
@livescience
@mvyenielo
@mbowmanscience

Top Tweeters in G8:
@odio_nao
@aluizcosta
@rnitsch
@rmtakata
@dontrumpeone
@mahanthanut
@nebadon1133
@paulosaelias
@subvrbicon
@sotnasoinotna

Top Tweeters in G9:
@cnbc
@thetimes
@msnbc
@lorishemek
@munsinglaw
@roseleomusk
@un
@bbcnorthamerica
@afneil
@aarp

Top Tweeters in G10:
@saragomezaranci
@lolinoss
@javiermartin1e
@shnb_bshnb
@biblioupm
@luismaelpana
@karlos346
@angu_al
@luismontes68
@meteomostoles


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