sciam, Twitter, 12/8/2019 12:37:10 AM, 218361


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sciam_2019-12-07_12-10-22.xlsx
sciam_2019-12-07_12-10-22.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 08, 2019
Short Description:
sciam via NodeXL http://bit.ly/33YOGJq
@sciam
@drjengunter
@1600council
@writingblock
@aransfak
@choo_ek
@susanematthews
@maczzurawski
@wearyheathen
@robertwbonner1

Top hashtags:
#antivax
#climatescam
#science
#measles
#ai
#sciam
#health
#space
#cybersecurity
#mars

Description:
Description
The graph represents a network of 10,520 Twitter users whose recent tweets contained "sciam", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 07 December 2019 at 21:29 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 1-minute period from Friday, 29 November 2019 at 17:57 UTC to Saturday, 07 December 2019 at 19:59 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 : 10520
Unique Edges : 23653
Edges With Duplicates : 32995
Total Edges : 56648
Self-Loops : 428
Reciprocated Vertex Pair Ratio : 0.0328651029328351
Reciprocated Edge Ratio : 0.0636387130120171
Connected Components : 196
Single-Vertex Connected Components : 139
Maximum Vertices in a Connected Component : 10229
Maximum Edges in a Connected Component : 56239
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.21153
Graph Density : 0.000279740046708889
Modularity : 0.283696
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 10,520 Twitter users whose recent tweets contained "sciam", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 07 December 2019 at 21:29 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 1-minute period from Friday, 29 November 2019 at 17:57 UTC to Saturday, 07 December 2019 at 19:59 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 : TwitterSearch
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
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[150] https://www.scientificamerican.com/article/gravitational-waves-are-being-detected-at-an-increasing-pace/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf224941523=1
[114] https://twitter.com/DrJenGunter/status/1200622900442648576
[88] https://www.scientificamerican.com/article/ultraprecise-measurement-pinpoints-the-protons-size/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf224753422=1
[51] https://www.scientificamerican.com/article/physics-technique-reveals-hidden-bugs-to-bats/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225461323=1
[46] https://www.scientificamerican.com/article/huge-lakes-abruptly-empty-into-greenland-ice-sheet/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225204852=1
[44] http://sciam.uol.com.br/bacterias-se-comunicam-para-evitar-antibioticos/
[39] https://www.scientificamerican.com/article/reassessment-of-alzheimers-drug-raises-hope-and-concerns/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225492281=1
[34] https://blogs.scientificamerican.com/laelaps/the-secret-of-the-crocodile-death-roll/
[33] https://blogs.scientificamerican.com/observations/could-fruit-flies-reveal-the-hidden-mechanisms-of-the-mind/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225205654=1
[31] https://slate.com/technology/2019/12/jen-gunter-jennifer-block-scientific-american.html

Top URLs in Tweet in G1:
[144] https://www.scientificamerican.com/article/gravitational-waves-are-being-detected-at-an-increasing-pace/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf224941523=1
[85] https://www.scientificamerican.com/article/ultraprecise-measurement-pinpoints-the-protons-size/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf224753422=1
[60] https://twitter.com/DrJenGunter/status/1200622900442648576
[48] https://www.scientificamerican.com/article/physics-technique-reveals-hidden-bugs-to-bats/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225461323=1
[44] https://www.scientificamerican.com/article/huge-lakes-abruptly-empty-into-greenland-ice-sheet/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225204852=1
[37] https://www.scientificamerican.com/article/reassessment-of-alzheimers-drug-raises-hope-and-concerns/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225492281=1
[32] https://blogs.scientificamerican.com/laelaps/the-secret-of-the-crocodile-death-roll/
[31] https://blogs.scientificamerican.com/observations/could-fruit-flies-reveal-the-hidden-mechanisms-of-the-mind/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225205654=1
[28] https://getpocket.com/explore/item/let-s-colonize-titan?utm_source=twitter&utm_content=quote&utm_campaign=fxpast
[27] https://www.scientificamerican.com/article/black-hole-factories-may-hide-at-cores-of-giant-galaxies/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf225255854=1

Top URLs in Tweet in G2:
[26] https://twitter.com/DrJenGunter/status/1200622900442648576
[13] https://twitter.com/DrJenGunter/status/1200852439244476417
[6] https://blogs.scientificamerican.com/observations/doctors-are-not-gods/
[6] https://twitter.com/drjengunter/status/1200622900442648576
[4] https://twitter.com/themadstone/status/1200584182583431173
[3] https://twitter.com/DrJenGunter/status/1200997108985151494
[3] https://dynamic.uoregon.edu/jjf/defineDARVO.html#Short%20Definition
[3] https://twitter.com/eisenlohr_moul/status/1200625320686235651
[3] https://twitter.com/MavenOfMayhem/status/1200243881314586624
[2] https://www.skepticalob.com/2012/07/jennifer-block-whack-mole-journalist.html

Top URLs in Tweet in G3:
[20] https://twitter.com/DrJenGunter/status/1200622900442648576
[10] https://amp-wbur-org.cdn.ampproject.org/v/s/amp.wbur.org/onpoint/2019/08/29/vagina-bible-jen-gunter?usqp=mq331AQCKAE%3D&_js_v=0.1
[7] https://blogs.scientificamerican.com/observations/doctors-are-not-gods/
[7] https://amp-wbur-org.cdn.ampproject.org/v/s/amp.wbur.org/onpoint/2019/08/29/vagina-bible-jen-gunter?usqp=mq331AQNKAGYAbDrmJiX88__Fw%3D%3D&_js_v=0.1
[6] https://twitter.com/DrJenGunter/status/1200852439244476417
[6] http://www.skepticalob.com/2019/11/pseudoscience-is-not-a-feminist-statement.html
[5] https://web.archive.org/web/20191127013500/https://blogs.scientificamerican.com/observations/doctors-are-not-gods/
[4] https://www.thedailybeast.com/dr-jennifer-gunter-scientific-american-yanks-hit-piece-on-twitters-favorite-ob-gyn
[4] https://www.thedailybeast.com/dr-jennifer-gunter-took-on-goop-now-some-doctors-are-taking-aim-at-her
[4] https://www.vice.com/en_us/article/pawd5n/who-is-eugene-gu

Top URLs in Tweet in G4:
[24] https://slate.com/technology/2019/12/jen-gunter-jennifer-block-scientific-american.html
[6] https://threadreaderapp.com/thread/1200997108985151494.html
[3] https://www.acsh.org/news/2019/12/02/scientific-american-publishes-conspiratorial-anti-medical-rant-aimed-dr-jennifer-gunter-14431
[3] https://twitter.com/DrJenGunter/status/1200622900442648576
[2] https://twitter.com/microbiomdigest/status/1168992440122007552?lang=en
[2] https://twitter.com/DrJenGunter/status/1200852439244476417
[2] https://www.acsh.org/about-acsh/meet-the-team/thom-golab
[2] https://twitter.com/jamesheathers/status/1200448966271348738
[2] https://blogs.scientificamerican.com/observations/broccoli-is-dying-corn-is-toxic-long-live-microbiomes/?amp
[2] https://www.youtube.com/watch?v=Rmf8xysroCU&feature=youtu.be


Top URLs in Tweet in G5:
[4] https://www.scientificamerican.com/article/climate-models-got-it-right-on-global-warming/?amp
[2] https://www.aspeninstitute.org/ideas/
[1] https://en.wikipedia.org/wiki/Olympiad
[1] https://en.wikipedia.org/wiki/International_Science_Olympiad
[1] https://artofproblemsolving.com/wiki/index.php?title=Olympiad_Archive
[1] https://twitter.com/MathsOlympiques/status/1189522656007208960
[1] http://www.nyu.edu/
[1] https://twitter.com/centerofmath/status/1199745444999573506
[1] https://www.scientificamerican.com/article/climate-models-got-it-right-on-global-warming/
[1] https://www.sciencemag.org/news/2019/12/even-50-year-old-climate-models-correctly-predicted-global-warming

Top URLs in Tweet in G6:
[36] http://sciam.uol.com.br/bacterias-se-comunicam-para-evitar-antibioticos/
[6] https://twitter.com/sciam/status/1202651665163333635
[4] https://twitter.com/sciam/status/1202218330842697729
[4] https://twitter.com/sciam/status/1202226131958685700
[4] https://twitter.com/sciam/status/1202322615727271944
[4] http://sciam.uol.com.br/a-lingua-que-cada-um-fala-influencia-como-vemos-o-mundo-literalmente/
[4] https://twitter.com/sciam/status/1203057941919784960
[3] https://twitter.com/sciam/status/1200051849929404417
[3] https://twitter.com/sciam/status/1200731239122124800
[3] https://twitter.com/sciam/status/1200746349341429761

Top URLs in Tweet in G7:
[5] https://blogs.scientificamerican.com/observations/doctors-are-not-gods/
[1] https://politicalwrites.com/two-solutions-to-end-congressional-pork-barreling/
[1] https://politicalwrites.com/crime-victims-compensation-is-unequal-and-inadequate/
[1] https://twitter.com/motoxcoma/status/1201908397425250304
[1] https://twitter.com/KenGWalter1/status/1200468402168619008
[1] https://twitter.com/knittinglinda/status/1200534237600010240
[1] https://www.thedailybeast.com/andrew-yang-the-upstart-democratic-presidential-candidate-comes-out-against-circumcision

Top URLs in Tweet in G8:
[3] https://blogs.scientificamerican.com/observations/the-downside-of-solar-energy/
[1] https://twitter.com/DustinMulvaney/status/1201678508629450752
[1] https://blogs.scientificamerican.com/observations/the-downside-of-solar-energy/?amp;text=The

Top URLs in Tweet in G9:
[5] http://blogs.scientificamerican.com/artful-amoeba/butterflies-in-the-time-of-dinosaurs-with-nary-a-flower-in-sight/?utm_source=social_media&utm_medium=hootsuite&utm_campaign=standard
[3] https://phys.org/news/2019-11-scientists-quantum-effect-exotic-superconductor.html
[2] https://twitter.com/jopan1/status/1202621733003358208?s=19
[2] https://babyawacs.wordpress.com/2019/12/04/%e2%80%8esciam-nature-naturephysics-physics-chemistry-losalamosnatlab-sciam-badpunday-friendly-tea-se/
[2] https://babyawacs.wordpress.com/2019/11/29/ppplab-iterorg-iterwomen-sciam-naturephysics-natureelectron-losalamosnatlab-brookhavenlab-https-phys-org-news-2019-11-scientists-quantum-effect-exotic-superconductor-html-does-it-confirm-the/
[2] https://babyawacs.wordpress.com/2019/12/02/%e2%80%8emathematics-physics-math-phys-chemistry-gomath-sciam-nature-naturephysics-darpa-%e2%80%8e-youneed-math-support-its-simple-physics-tries-to-describe-a-real-singular-phenome/
[2] https://babyawacs.wordpress.com/2019/12/02/science-is-cool-meme-video-quantumelectrodynamics-quantummechanics-sciam-nature-youtu-be-%e2%80%8e-%e2%80%8e-%e2%80%8e-christian-kiss-hahaha-its-coolbut-not-that-kind-of-cool/
[2] https://babyawacs.wordpress.com/2019/12/03/sciam-naturephysics-science-nature-sciam-energy-%e2%80%8e-apsrk002_astrophysicist-what-is-the-strongest-force-in-the-universe%e2%80%8e-%e2%80%8e-christian-kiss-%e2%80%8e-cumulat/
[2] https://babyawacs.wordpress.com/2019/12/03/christian-kiss-ssrn-foundations-of-qubit-construction-page10-11-physics-axiom-sciam-naturephysics-naturelectron-losalam-osnatlab-chemistrylife99-atom-johndalton-jjthomson-ernestrutherford-n/
[1] https://twitter.com/jopan1/status/1202905342109048832?s=19

Top URLs in Tweet in G10:
[6] https://blogs.scientificamerican.com/observations/when-cancer-leads-to-heart-disease/?amp
[6] https://www.scientificamerican.com/article/literacy-might-shield-the-brain-from-dementia1/?amp
[6] https://www.scientificamerican.com/article/targeting-gut-microbes-may-help-stroke-recovery/?amp
[5] https://www.scientificamerican.com/article/health-concerns-mount-as-more-old-sewer-pipes-are-lined-with-plastic1/?amp
[3] https://www.scientificamerican.com/article/are-probiotics-safe-for-your-immune-system/?amp
[2] https://www.scientificamerican.com/article/deep-sleep-gives-your-brain-a-deep-clean1/?amp
[1] https://twitter.com/yychealthnut/status/1201254393368240128
[1] https://blogs.scientificamerican.com/voices/the-special-challenges-of-being-both-a-scientist-and-a-mom/?amp;text=The
[1] https://blogs.scientificamerican.com/voices/sexual-harassment-is-still-the-norm-in-health-care/
[1] https://hbr.org/2019/11/how-the-best-bosses-interrupt-bias-on-their-teams

Top Domains
Top Domains in Tweet in Entire Graph:
[1880] scientificamerican.com
[570] twitter.com
[95] com.br
[32] slate.com
[31] getpocket.com
[27] youtube.com
[22] apple.news
[17] ampproject.org
[16] thedailybeast.com
[15] medicbuddies.com

Top Domains in Tweet in G1:
[1614] scientificamerican.com
[169] twitter.com
[28] getpocket.com
[20] apple.news
[6] youtube.com
[4] undark.org
[4] faveeo.com
[3] microwavenews.com
[3] allsides.com
[3] sciencemag.org

Top Domains in Tweet in G2:
[100] twitter.com
[20] scientificamerican.com
[9] youtube.com
[5] spiderbytes.org
[3] skepticalob.com
[3] butterfliesandwheels.org
[3] uoregon.edu
[2] washingtonpost.com
[2] instagram.com
[1] theymightbegiants.com

Top Domains in Tweet in G3:
[115] twitter.com
[19] scientificamerican.com
[17] ampproject.org
[11] thedailybeast.com
[8] skepticalob.com
[8] nih.gov
[6] archive.org
[5] vice.com
[4] wikipedia.org
[4] drjengunter.com

Top Domains in Tweet in G4:
[25] slate.com
[20] twitter.com
[15] scientificamerican.com
[8] threadreaderapp.com
[7] acsh.org
[2] youtube.com
[1] co.uk
[1] prepareforchange.net
[1] bbc.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[13] twitter.com
[8] scientificamerican.com
[4] youtube.com
[3] wikipedia.org
[2] aspeninstitute.org
[1] artofproblemsolving.com
[1] nyu.edu
[1] sciencemag.org
[1] thegwpf.com
[1] theguardian.com

Top Domains in Tweet in G6:
[74] twitter.com
[58] com.br
[54] scientificamerican.com
[8] agenparl.eu
[3] slate.com
[2] linkedin.com
[1] acsh.org
[1] thedailybeast.com
[1] washington.edu
[1] shorturl.at

Top Domains in Tweet in G7:
[5] scientificamerican.com
[3] twitter.com
[2] politicalwrites.com
[1] thedailybeast.com

Top Domains in Tweet in G8:
[4] scientificamerican.com
[1] twitter.com

Top Domains in Tweet in G9:
[12] wordpress.com
[5] twitter.com
[5] scientificamerican.com
[3] phys.org
[1] ssrn.com

Top Domains in Tweet in G10:
[30] scientificamerican.com
[2] twitter.com
[1] hbr.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[85] antivax
[83] climatescam
[77] science
[63] measles
[55] ai
[45] sciam
[44] health
[34] space
[33] cybersecurity
[25] mars



Top Hashtags in Tweet in G1:
[51] ai
[26] health
[25] cybersecurity
[20] cop25
[17] science
[17] sun
[17] space
[16] healthtech
[16] climatechange
[14] 5g

Top Hashtags in Tweet in G2:
[14] scad
[8] pseudoscientificamerican
[4] sciam
[4] antivax
[4] womeninstem
[4] hiv
[4] superbug
[4] pseudosciam
[4] latinasinmedicine
[3] measles

Top Hashtags in Tweet in G3:
[6] antivax
[6] jenvsjen
[6] toxicshocksyndrome
[5] medtwitter
[5] pseudoscientificamerican
[4] sciam
[3] measles
[3] science
[2] streisandeffect
[2] ff

Top Hashtags in Tweet in G4:
[70] antivax
[55] measles
[8] journalism
[7] spreadingfacts
[5] womeninstem
[4] fail
[2] gmo
[2] birdsofafeather
[1] vaccine
[1] jensplaining

Top Hashtags in Tweet in G5:
[83] climatescam
[8] cybersecurity
[5] outsiders
[2] corruption
[2] science
[2] qi
[2] essure
[2] sciam
[2] stjerome
[1] palreview

Top Hashtags in Tweet in G6:
[9] science
[9] scientificamerican
[9] sciam
[8] agenparl
[8] global
[8] agenparlenglish
[8] ambiente
[8] educazione
[8] scienzaetecnologia
[8] socialnetwork

Top Hashtags in Tweet in G7:
[8] pseudoscientificamerican
[1] oraldacity

Top Hashtags in Tweet in G8:
[1] cop25madrid
[1] measles
[1] antivax
[1] ricehuskind

Top Hashtags in Tweet in G9:
[2] badpunday
[2] friendly
[2] tea
[2] science
[2] is
[2] cool
[2] meme
[2] video
[2] quantummechanics
[2] atom

Top Hashtags in Tweet in G10:
[6] cancer
[6] heartdisease
[6] cardiooncology
[6] literacy
[6] dementia
[6] dementiaprevention
[6] gutmicrobes
[6] strokerecovery
[5] cardioonc
[5] healthconcerns

Top Words
Top Words in Tweet in Entire Graph:
[18010] Words in Sentiment List#1: Positive
[20572] Words in Sentiment List#2: Negative
[209] Words in Sentiment List#3: Angry/Violent
[530302] Non-categorized Words
[568884] Total Words
[17927] sciam
[8926] drjengunter
[3620] writingblock
[3037] e
[3035] hit

Top Words in Tweet in G1:
[4195] sciam
[1223] e
[1089] half
[1047] down
[933] hit
[891] job
[875] detailed
[774] lies
[738] believe
[721] now

Top Words in Tweet in G2:
[5441] sciam
[3433] drjengunter
[1454] e
[1427] hit
[1133] choo_ek
[1130] told
[1071] piece
[1019] half
[974] down
[803] job

Top Words in Tweet in G3:
[6172] sciam
[4647] drjengunter
[3350] writingblock
[1195] piece
[1155] s
[809] science
[705] t
[606] people
[525] article
[525] gunter

Top Words in Tweet in G4:
[885] sciam
[284] drjengunter
[166] science
[139] piece
[121] now
[111] deliberately
[102] half
[90] jamesheathers
[89] hit
[85] help

Top Words in Tweet in G5:
[215] sciam
[170] now
[100] models
[99] climate
[87] predictions
[87] review
[86] peer
[85] time
[85] previous
[84] using

Top Words in Tweet in G6:
[70] sciam
[32] bactérias
[31] comunicam
[31] antibióticos
[30] evitar
[24] s
[12] black
[12] mind
[10] e
[10] brain

Top Words in Tweet in G7:
[129] sciam
[91] drjengunter
[51] writingblock
[50] editorial
[32] hit
[30] job
[29] t
[29] standards
[26] out
[25] good

Top Words in Tweet in G8:
[73] sciam
[66] photovoltaic
[56] waste
[50] panels
[48] energy
[44] mbazilian
[43] recycling
[39] dustinmulvaney
[30] solar
[24] payneinstitute

Top Words in Tweet in G9:
[38] sciam
[17] nature
[16] naturephysics
[12] science
[12] physical
[10] royalsociety
[10] time
[10] electromagnetic
[8] new
[8] physics

Top Words in Tweet in G10:
[105] sciam
[40] harvardbiz
[36] drjengunter
[33] cindygallop
[32] 3percentconf
[31] feministabulous
[31] drtcp
[19] heartbobh
[16] arghavan_salles
[16] fungaldoc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3870] drjengunter,sciam
[2000] sciam,drjengunter
[1958] hit,job
[1520] e,mail
[1451] writingblock,drjengunter
[1451] last,resort
[1447] down,now
[1444] sciam,day
[1444] led,believe
[1442] phone,e

Top Word Pairs in Tweet in G1:
[878] hit,job
[617] e,mail
[601] down,now
[599] phone,e
[599] e,mailing
[599] mailing,sciam
[599] sciam,day
[599] day,detailed
[599] detailed,lie
[599] lie,half

Top Word Pairs in Tweet in G2:
[1148] sciam,drjengunter
[1130] drjengunter,sciam
[982] choo_ek,sciam
[789] hit,job
[729] e,mail
[695] last,resort
[691] phone,e
[691] e,mailing
[691] mailing,sciam
[691] sciam,day

Top Word Pairs in Tweet in G3:
[2286] drjengunter,sciam
[1401] writingblock,drjengunter
[1061] writingblock,sciam
[784] sciam,drjengunter
[322] drjengunter,writingblock
[294] hit,piece
[293] dr,gunter
[239] clothingspin,writingblock
[237] sciam,writingblock
[231] don,t

Top Word Pairs in Tweet in G4:
[93] drjengunter,sciam
[66] editorial,standards
[57] sciam,deliberately
[57] outrage,marketing
[56] thesis,sciam
[56] deliberately,entered
[56] entered,outrage
[56] marketing,business
[55] extraordinary,story
[55] story,devastation

Top Word Pairs in Tweet in G5:
[87] climate,models
[86] peer,review
[83] #climatescam,straight
[83] straight,using
[83] using,outdated
[83] outdated,climate
[83] models,70s
[83] 70s,now
[83] now,info
[83] info,available

Top Word Pairs in Tweet in G6:
[31] bactérias,comunicam
[30] comunicam,evitar
[30] evitar,antibióticos
[10] sciam,mind
[10] mind,brain
[10] brain,brainsights
[10] brainsights,ios
[8] #sciam,#scientificamerican
[8] #scientificamerican,#agenparlenglish
[8] #agenparlenglish,#ambiente

Top Word Pairs in Tweet in G7:
[28] drjengunter,sciam
[26] hit,job
[26] sciam,drjengunter
[24] doesn,t
[24] t,meet
[22] good,news
[22] news,sciam
[22] sciam,withdrawn
[22] withdrawn,editorial
[22] editorial,unfairly

Top Word Pairs in Tweet in G8:
[27] solar,panels
[22] renewable,energy
[22] energy,expands
[22] expands,used
[22] used,photovoltaic
[22] photovoltaic,panels
[22] panels,growing
[22] growing,waste
[22] waste,problem
[22] problem,recycling

Top Word Pairs in Tweet in G9:
[8] sciam,naturephysics
[6] physical,nature
[6] sciam,nature
[6] christian,kiss
[5] oxfordscience,harvardscience
[5] harvardscience,camsciencepark
[5] camsciencepark,sciam
[5] sciam,nsf
[5] nsf,americanacad
[5] americanacad,thenasciences

Top Word Pairs in Tweet in G10:
[31] 3percentconf,feministabulous
[31] feministabulous,drtcp
[31] drtcp,harvardbiz
[30] cindygallop,3percentconf
[28] harvardbiz,sciam
[26] drjengunter,sciam
[14] drhowardliu,tomvarghesejr
[14] tomvarghesejr,heartbobh
[14] heartbobh,drsinhaesq
[14] drsinhaesq,choo_ek

Top Replied-To
Top Replied-To in Entire Graph:
@drjengunter
@choo_ek
@writingblock
@sciam
@maggie247
@mloxton
@phil_luttazi
@kirstenkarch
@laraeparker
@ktibus

Top Replied-To in G1:
@drjengunter
@sciam
@brenttoderian
@emilytoomey33
@pocket
@nightshiftmd
@tanyalewis314
@jimdaleywrites
@applenews
@hormiga

Top Replied-To in G2:
@drjengunter
@choo_ek
@sciam
@writingblock
@drjessigold
@michaelwosnick
@fionamattatall
@eisenlohr_moul
@sbbaicker
@bodyforwife

Top Replied-To in G3:
@writingblock
@drjengunter
@choo_ek
@maggie247
@mloxton
@kirstenkarch
@phil_luttazi
@sciam
@ktibus
@laraeparker

Top Replied-To in G4:
@drjengunter
@sciam
@jamesheathers
@sil_lai
@joeylusv
@melmccurtis
@danengber
@seamusblackley
@butterworthy
@peterhotez

Top Replied-To in G5:
@climatecritic18
@sciam
@carlzimmer
@walterhorsting
@drjengunter
@friendsoscience
@b_bolshevik100
@dcpurcell
@jlindcary
@aregenberg

Top Replied-To in G6:
@toronto_memory

Top Replied-To in G7:
@writingblock
@leahntorres
@sheilawatsonmd
@knittinglinda
@drjengunter
@scientistmel
@rob88191962
@choo_ek
@drsamrolland
@marg_leaf

Top Replied-To in G8:
@dustinmulvaney
@gotonura
@drpjsullivan
@mbazilian
@lithiumpodcast
@dcjams
@schwinn3
@drjengunter

Top Replied-To in G9:
@sciam
@royalsociety
@ppplab
@mathematics
@dgonzalezglez

Top Replied-To in G10:
@cindygallop
@oslersbeast
@arghavan_salles
@fungaldoc
@meekslisa
@drjengunter
@cortes_penfield
@lillianerdahlmd
@drjessigold
@omum22

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@drjengunter
@writingblock
@choo_ek
@indyfromspace
@cosmopolitan
@clothingspin
@laraeparker
@eirollthethird
@ktibus

Top Mentioned in G1:
@sciam
@cyclingsurgeon
@juliemlinton
@ameracadpeds
@drjengunter
@claudiawallis1
@mlemonick
@nature
@sophiebushwick
@stevemirsky

Top Mentioned in G2:
@sciam
@drjengunter
@choo_ek
@indyfromspace
@writingblock
@drpetra
@cosmopolitan
@scicommplos
@drjessigold
@goop

Top Mentioned in G3:
@sciam
@drjengunter
@writingblock
@clothingspin
@laraeparker
@eirollthethird
@cosmopolitan
@ktibus
@dawn_serra
@ecosexuality

Top Mentioned in G4:
@sciam
@drjengunter
@jamesheathers
@joeylusv
@melmccurtis
@sarahtaber_bww
@susanematthews
@slate
@drg1985
@writingblock

Top Mentioned in G5:
@sciam
@newscientist
@sciencemagazine
@jaggermickoz
@wef
@nih
@kelliekelly23
@droz
@thedoctors
@guardian

Top Mentioned in G6:

Top Mentioned in G7:
@sciam
@drjengunter
@writingblock
@leahntorres
@finallydeirdre
@pressclubdc
@natgeomag
@natenquirer
@constitutionctr
@theprospect

Top Mentioned in G8:
@sciam
@mbazilian
@dustinmulvaney
@payneinstitute
@calpsc
@californiaepa
@californiadtsc
@calrecycle
@californiapuc
@stewardshipnw

Top Mentioned in G9:
@sciam
@naturephysics
@nature
@science
@losalamosnatlab
@oxfordscience
@harvardscience
@camsciencepark
@nsf
@americanacad

Top Mentioned in G10:
@sciam
@3percentconf
@feministabulous
@drtcp
@harvardbiz
@drjengunter
@heartbobh
@cindygallop
@drhowardliu
@tomvarghesejr

Top Tweeters
Top Tweeters in Entire Graph:
@virginmedia
@missb62
@sectest9
@angelamortimer2
@alicmurray
@rjber15
@deejayiwan
@evankirstel
@mhall55nine
@fredkiesche

Top Tweeters in G1:
@angelamortimer2
@rjber15
@deejayiwan
@fredkiesche
@mharvey816
@n7irl
@rachel_mcrea
@cheezwitham
@homegypsy
@dgendvil

Top Tweeters in G2:
@missb62
@alicmurray
@mhall55nine
@serendipitysays
@watermelondriia
@eddarrell
@rattlecans
@itswanda
@jhamby
@book___whore

Top Tweeters in G3:
@debilu2
@raumunz
@gojira007x
@bellesapepper37
@marieproia
@shalisa_renee
@blogdiva
@lizditz
@yayayarndiva
@katelaity

Top Tweeters in G4:
@threadreaderapp
@alizardx
@huffpost
@radlein
@slate
@garthgodsman
@sallyagale
@drxaverius
@caffeineandhate
@ayirpelle

Top Tweeters in G5:
@sectest9
@guardian
@rmack2x
@angelatange65
@bbcworld
@nypost
@people
@538355
@nvania
@sasky1959

Top Tweeters in G6:
@agenparl
@cheryl_marlin
@drmrfrancis
@libraryyeti
@slagofftwits
@heather_hear
@watersolarwind
@quitenonplussed
@vagrantcow
@mariemyungoklee

Top Tweeters in G7:
@bannerite
@reuters
@choclablover
@darrellpmwest
@rt_com
@letat_lechat
@nationalpost
@jersey_craig
@b52malmet
@deeloralei

Top Tweeters in G8:
@glassmanamanda
@sarahlawan
@chrisnelder
@greatlakespeck
@michaemaher200a
@jeremykonyndyk
@deepshort7
@drpjsullivan
@iea
@irena

Top Tweeters in G9:
@theeconomist
@johnhar45782426
@dubengeldu
@der_goer
@royalsociety
@profbriancox
@thebjps
@camsciencepark
@energy
@sunnykoul8

Top Tweeters in G10:
@netminnow
@cindygallop
@withoutaplain
@harvardbiz
@american_heart
@arghavan_salles
@yychealthnut
@drhowardliu
@virenkaul
@drryanpdaly