sciam, Twitter, 6/20/2019 11:43:46 AM, 200572


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sciam_2019-06-20_03-48-55.xlsx
sciam_2019-06-20_03-48-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Short Description:
sciam via NodeXL http://bit.ly/2RmbrSQ
@sciam
@mrkhvoice
@drkatemarvel
@tarahaelle
@pablovazc
@drpchouinard
@dhunttweets
@lal_shiban
@solutionwinning
@_aploy

Top hashtags:
#neurodiversity
#science
#autism
#turtles
#scienceonthehill
#profitoverpeople

Description:
Description
The graph represents a network of 4,011 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 Thursday, 20 June 2019 at 10:49 UTC.

The requested start date was Tuesday, 18 June 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 8-day, 9-hour, 10-minute period from Sunday, 09 June 2019 at 14:49 UTC to Tuesday, 18 June 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 : 4011
Unique Edges : 5446
Edges With Duplicates : 5546
Total Edges : 10992
Number of Edge Types : 3
Replies to : 1696
Mentions : 8839
Tweet : 457
Self-Loops : 457
Reciprocated Vertex Pair Ratio : 0.0343467543138866
Reciprocated Edge Ratio : 0.0664124563075945
Connected Components : 206
Single-Vertex Connected Components : 168
Maximum Vertices in a Connected Component : 3729
Maximum Edges in a Connected Component : 10561
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.730059
Graph Density : 0.000391317890762995
Modularity : 0.415735
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[51] https://blogs.scientificamerican.com/beautiful-minds/authenticity-under-fire/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214410223=1
[48] https://twitter.com/sciam/status/1139578334743060480
[40] https://www.scientificamerican.com/article/as-predicted-some-of-australias-turtles-are-going-extinct1/?amp
[39] https://www.scientificamerican.com/article/climate-change-sends-great-lakes-water-levels-seesawing/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214062929=1
[33] https://blogs.scientificamerican.com/observations/the-problem-with-quantum-computers/?amp
[32] https://www.scientificamerican.com/article/more-guns-do-not-stop-more-crimes-evidence-shows
[30] https://blogs.scientificamerican.com/observations/clearing-up-some-misconceptions-about-neurodiversity/?fbclid=IwAR3L_A0m8x4FeJs0PqarRaKmWSey5iXxU5UjLioKet0mpAUO9n2bvyuiPCE
[26] https://www.scientificamerican.com/article/storms-salty-water-caused-mystery-hole-in-antarctic-sea-ice/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214155758=1
[25] https://www.scientificamerican.com/podcast/episode/a-biodegradable-label-doesnt-make-it-so/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214351710=1
[24] https://www.scientificamerican.com/article/ecological-detectives-hunt-for-san-franciscos-vanished-waterways/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214262610=1

Top URLs in Tweet in G1:
[46] https://blogs.scientificamerican.com/beautiful-minds/authenticity-under-fire/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214410223=1
[40] https://www.scientificamerican.com/article/as-predicted-some-of-australias-turtles-are-going-extinct1/?amp
[34] https://www.scientificamerican.com/article/climate-change-sends-great-lakes-water-levels-seesawing/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214062929=1
[32] https://www.scientificamerican.com/article/more-guns-do-not-stop-more-crimes-evidence-shows
[29] https://blogs.scientificamerican.com/observations/the-problem-with-quantum-computers/?amp
[22] https://www.scientificamerican.com/podcast/episode/a-biodegradable-label-doesnt-make-it-so/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214351710=1
[21] https://www.scientificamerican.com/article/storms-salty-water-caused-mystery-hole-in-antarctic-sea-ice/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214155758=1
[20] https://blogs.scientificamerican.com/hot-planet/creeping-toward-permanent-drought/?amp
[19] https://www.scientificamerican.com/article/ecological-detectives-hunt-for-san-franciscos-vanished-waterways/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214262610=1
[19] https://blogs.scientificamerican.com/voices/stop-using-phony-science-to-justify-transphobia/?amp

Top URLs in Tweet in G2:
[18] https://twitter.com/sciam/status/1139578334743060480
[5] https://blogs.scientificamerican.com/voices/stop-using-phony-science-to-justify-transphobia/
[4] https://www.youtube.com/watch?v=F84QRYwQWQg

[3] https://www.ncbi.nlm.nih.gov/pubmed/?term=vachon+ph
[1] https://bit.ly/2Ifh2HG
[1] https://twitter.com/FondOfBeetles/status/1110254156705644549?s=19
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4833231/
[1] https://www.scientificamerican.com/article/climate-change-sends-great-lakes-water-levels-seesawing/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214062929=1
[1] https://twitter.com/sciam/status/1140672913856770050
[1] https://twitter.com/PHV_Mentarch/status/1139583440117014528

Top URLs in Tweet in G3:
[2] https://twitter.com/lal_shiban/status/1140602113015205889
[2] https://twitter.com/lal_shiban/status/1139322917135585281
[1] http://profchandra.org/2019-05-pip-hidethesun/
[1] https://onedrive.live.com/redir?resid=4943F5F2D170CDB1!553431&authkey=!AANzFOzxEGDTfyc&ithint=file%2cpdf&e=vln3zS
[1] http://vixra.org/abs/1809.0579
[1] https://twitter.com/sciam/status/1138521345564774402
[1] https://blogs.scientificamerican.com/beautiful-minds/authenticity-under-fire/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214410223=1
[1] https://twitter.com/TheThinkerof/status/1138769039763922944
[1] https://twitter.com/TheThinkerof/status/1138785434341924865
[1] https://www.livescience.com/65715-magnetic-black-hole.html?linkId=69014926

Top URLs in Tweet in G4:
[26] https://twitter.com/sciam/status/1139578334743060480
[14] https://twitter.com/sciam/status/1140433848653832193
[12] https://twitter.com/sciam/status/1138554013971046401
[9] https://twitter.com/sciam/status/1138904071753150465
[8] https://twitter.com/sciam/status/1140699267780218880
[7] https://twitter.com/sciam/status/1139905566942334978
[5] https://twitter.com/sciam/status/1138461324130902019
[5] https://twitter.com/sciam/status/1138959205837225989
[5] https://twitter.com/sciam/status/1139250678126325766
[5] https://twitter.com/sciam/status/1140672913856770050

Top URLs in Tweet in G5:
[29] https://blogs.scientificamerican.com/observations/clearing-up-some-misconceptions-about-neurodiversity/?fbclid=IwAR3L_A0m8x4FeJs0PqarRaKmWSey5iXxU5UjLioKet0mpAUO9n2bvyuiPCE
[5] https://blogs.scientificamerican.com/observations/clearing-up-some-misconceptions-about-neurodiversity/?amp;text=Clearing
[1] https://blogs.scientificamerican.com/observations/clearing-up-some-misconceptions-about-neurodiversity/
[1] https://www.ncbi.nlm.nih.gov/pubmed/24428525
[1] https://www.frontiersin.org/articles/10.3389/fnmol.2018.00329/full
[1] https://peripheralmindsofautism.com/2017/06/06/what-is-a-stress-perspective/
[1] https://www.ncbi.nlm.nih.gov/m/pubmed/31013638/?i=1&from=huntington%27s%20disease%20antioxidants
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5310831/#S11title
[1] http://nautil.us/issue/34/adaptation/does-stress-speed-up-evolution
[1] https://www.sciencedaily.com/releases/2007/09/070925130029.htm

Top URLs in Tweet in G6:
[2] https://www.scientificamerican.com/article/two-for-one-chickenpox-vaccine-lowers-shingles-risk-in-children/
[2] https://twitter.com/sciam/status/1140699267780218880
[2] https://www.scientificamerican.com/article/the-not-so-dead-sea-traces-of-ancient-bacteria-found-in-the-lakes-sediments/
[1] https://blogs.scientificamerican.com/cross-check/was-darwin-wrong/?amp
[1] https://blogs.scientificamerican.com/observations/oumuamuas-cousin/
[1] https://blogs.scientificamerican.com/observations/clearing-up-some-misconceptions-about-neurodiversity/?fbclid=IwAR3L_A0m8x4FeJs0PqarRaKmWSey5iXxU5UjLioKet0mpAUO9n2bvyuiPCE
[1] https://www.amazon.com/Global-Catastrophic-Risks-Nick-Bostrom/dp/0199606501

Top URLs in Tweet in G7:
[4] https://blogs.scientificamerican.com/hot-planet/creeping-toward-permanent-drought/
[2] https://rogerpielkejr.com/2019/05/16/a-new-us-areal-no-drought-record/
[2] http://www.bu.edu/today/2019/new-com-dean-mariette-dichristina/
[1] https://www.reddit.com/r/climatechange/comments/by1usl/is_anyone_else_as_terrified_as_i_am_to_explain/
[1] https://www.reddit.com/r/climatechange/comments/bqt2rk/anxiety_about_my_future_because_of_climate_change/
[1] https://judithcurry.com/2019/06/13/extremes/
[1] https://twitter.com/dougmcneall/status/1093519198096146432
[1] https://fabiusmaximus.com/2019/06/13/why-the-climate-change-campaign-failed/
[1] https://blogs.scientificamerican.com/hot-planet/creeping-toward-permanent-drought/?amp
[1] https://www.scientificamerican.com/article/the-deep-ocean-harbors-a-mountain-of-microplastic-pollution/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf213946135=1

Top URLs in Tweet in G8:
[2] https://twitter.com/sciam/status/1140627844307070978
[2] https://twitter.com/sciam/status/1088934586871103489
[2] https://www.researchgate.net/publication/322648707_The_Federal_Right_to_Try_Act_of_2017-A_Wrong_Turn_for_Access_to_Investigational_Drugs_and_the_Path_Forward
[2] https://www.congress.gov/bill/115th-congress/senate-bill/204/text?r=1
[1] https://twitter.com/sciam/status/604996522275540993?s=19
[1] https://twitter.com/sciam/status/1140433848653832193
[1] https://www.youtube.com/watch?v=GLIiT3BE0to&feature=youtu.be

[1] https://docs.google.com/forms/d/e/1FAIpQLSeit2e9_4Sr6Z4PDhY0CtwjgxAKzUbEAB5OAp6WZf8g1GwWbw/viewform
[1] https://www.larabriden.com/3-signs-your-period-is-not-really-a-period/
[1] https://www.scientificamerican.com/article/fed-up-with-washington-als-advocates-consider-act-ups-take-no-prisoners-approach/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214062887=1

Top URLs in Tweet in G9:
[4] https://www.caveat.nyc/event/versus-6-22-2019
[3] https://www.scientificamerican.com/article/water-on-europa-with-a-pinch-of-salt/
[2] https://www.reddit.com/r/rant/comments/8hdrti/weed_addiction_is_a_real_thing/
[2] https://blogs.scientificamerican.com/voices/stop-using-phony-science-to-justify-transphobia/?amp
[1] https://twitter.com/sciam/status/1137043572979568641
[1] https://www.scientificamerican.com/article/using-marijuana-to-get-high-dates-back-millennia/
[1] https://www.scientificamerican.com/article/a-head-full-of-fluid-and-burning-eyes-nasa-astronaut-talks-about-his-year-living-in-space/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf214332763=1
[1] https://twitter.com/LeeBillings/status/1138518303150891014
[1] http://www.grubstreet.com/2019/06/kraft-debuts-new-salad-frosting.html?utm_source=fb&utm_campaign=nym&utm_medium=s1&fbclid=IwAR39gMcH4pseiL6E_6FV6iCmDC1Dq3pV3z_asWIfxu0lPF7PPVKhUkJ00Tk
[1] https://www.scientificamerican.com/article/the-not-so-dead-sea-traces-of-ancient-bacteria-found-in-the-lakes-sediments/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf213869613=1

Top URLs in Tweet in G10:
[1] https://www.scientificamerican.com/article/scientific-american-editorial-and-einstein/?redirect=1
[1] https://twitter.com/jopan1/status/1140541620955168768?s=19
[1] https://twitter.com/jopan1/status/1138117975175680000?s=19
[1] https://twitter.com/jopan1/status/1138699007817994240?s=19
[1] https://twitter.com/jopan1/status/1138414352413802496?s=19
[1] https://twitter.com/camoreland
[1] https://babyawacs.wordpress.com/2019/06/16/is-jason-under-energy-shield-now-newscientist-sciam-newscientist-sciam-naturephysics-lhcb-%e2%80%8e-energy-energy-nnsa-nnsa-iterorg-iterwomen-ppplab%e2%80%8e-%e2%80%8e-%e2%80%8e/
[1] https://babyawacs.wordpress.com/2019/06/15/iterwomen-iterwomen-sciam-lifeboathq-thecriticalpart-was-understanding-the-atom-andthe-electronthat-magconfinemen-t-fusion-isnot-inertialshake-pineapple-peaks-itis-and-wineglass-electron-ofcour/
[1] https://babyawacs.wordpress.com/2019/06/16/newscientist-sciam-newscientist-sciam-naturephysics-lhcb%e2%80%8e-energy-energy-nnsa-nnsa-iterorg-iterwomen-ppplab-%e2%80%8e-one-charge-imbalance-with-a-spikeout-of-where-t/

Top Domains
Top Domains in Tweet in Entire Graph:
[1344] scientificamerican.com
[344] twitter.com
[31] com.br
[26] youtube.com
[12] catsdoscience.com
[8] nih.gov
[8] caveat.nyc
[8] bit.ly
[7] nature.com
[6] blogspot.com

Top Domains in Tweet in G1:
[922] scientificamerican.com
[26] twitter.com
[8] youtube.com
[7] bit.ly
[6] blogspot.com
[4] madinamerica.com
[2] sciam.com
[2] weebly.com
[1] joshuakennon.com
[1] goodreads.com

Top Domains in Tweet in G2:
[27] twitter.com
[8] scientificamerican.com
[6] youtube.com
[5] nih.gov
[2] medium.com
[1] bit.ly
[1] org.au
[1] bjgp.org
[1] stream.org
[1] wikipedia.org

Top Domains in Tweet in G3:
[11] twitter.com
[5] scientificamerican.com
[3] youtube.com
[1] profchandra.org
[1] live.com
[1] vixra.org
[1] livescience.com
[1] trib.al
[1] com.my
[1] coasttocoastam.com

Top Domains in Tweet in G4:
[162] twitter.com
[89] scientificamerican.com
[16] com.br
[4] caveat.nyc
[4] ebay.com
[2] 22s.com
[1] co.uk
[1] youtube.com
[1] wikipedia.org
[1] pubniche.com

Top Domains in Tweet in G5:
[37] scientificamerican.com
[3] nih.gov
[2] twitter.com
[1] frontiersin.org
[1] peripheralmindsofautism.com
[1] nautil.us
[1] sciencedaily.com
[1] nature.com
[1] ac.uk
[1] thinkingautismguide.com

Top Domains in Tweet in G6:
[7] scientificamerican.com
[2] twitter.com
[1] amazon.com

Top Domains in Tweet in G7:
[6] scientificamerican.com
[2] reddit.com
[2] rogerpielkejr.com
[2] bu.edu
[1] judithcurry.com
[1] twitter.com
[1] fabiusmaximus.com

Top Domains in Tweet in G8:
[8] twitter.com
[2] scientificamerican.com
[2] researchgate.net
[2] congress.gov
[1] youtube.com
[1] google.com
[1] larabriden.com
[1] ws5.com

Top Domains in Tweet in G9:
[10] scientificamerican.com
[4] caveat.nyc
[2] twitter.com
[2] reddit.com
[1] grubstreet.com

Top Domains in Tweet in G10:
[5] twitter.com
[3] wordpress.com
[1] scientificamerican.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[81] neurodiversity
[71] science
[53] autism
[39] turtles
[37] scienceonthehill
[34] profitoverpeople
[34] trumpadministration
[21] varicella
[21] chickenpox
[21] shingles



Top Hashtags in Tweet in G1:
[39] turtles
[25] scienceonthehill
[22] science
[13] quantum
[13] computers
[13] climatechange
[9] citizenscience
[6] extinct
[6] cobalt
[6] uranium

Top Hashtags in Tweet in G2:
[2] lysenko
[1] shameful
[1] sciencedeniers
[1] scottishindependence
[1] facts
[1] science
[1] sciam
[1] transrights
[1] pride
[1] neuwritedowntown

Top Hashtags in Tweet in G3:
[7] qi
[6] iceonfire
[5] science
[3] carbon
[3] world
[3] global
[3] temperatures
[2] mondavio
[2] photography
[2] landscape

Top Hashtags in Tweet in G4:
[29] science
[15] sciencereclaimsthewww
[15] makesciencegreatagain
[9] wissenschaft
[9] wissen
[5] scienceteacher
[5] nasa
[5] sciam
[5] astronomy
[4] spaceflight

Top Hashtags in Tweet in G5:
[67] neurodiversity
[49] autism
[3] publicschools
[1] autistic
[1] humanscale
[1] neurodiventure
[1] autismawareness
[1] musicforall

Top Hashtags in Tweet in G6:
[21] varicella
[21] chickenpox
[21] shingles
[4] space
[4] oumuamua
[4] meteor
[4] interstellar
[2] science
[2] deadsea
[2] bacteria

Top Hashtags in Tweet in G7:
[4] scienceonthehill
[3] plastic
[2] highereducation
[2] science
[2] journalism

Top Hashtags in Tweet in G8:
[4] riphealthministry
[4] dataviz
[2] maga
[2] 25thamendment
[1] pitofdespair
[1] datavisualization
[1] infographic
[1] ddj
[1] nasamoontunes
[1] climate

Top Hashtags in Tweet in G9:
[1] versus
[1] triggeredfeminist
[1] checkmate

Top Hashtags in Tweet in G10:
[7] acadsciences
[7] nasciences
[7] royalsociety
[7] pnasnews
[7] apsphysics
[7] sciam
[7] fermilab
[5] um6p
[4] alakhawayn
[4] cnni

Top Words
Top Words in Tweet in Entire Graph:
[2704] Words in Sentiment List#1: Positive
[3754] Words in Sentiment List#2: Negative
[28] Words in Sentiment List#3: Angry/Violent
[102873] Non-categorized Words
[109331] Total Words
[4013] sciam
[768] science
[524] using
[455] transphobia
[455] sex

Top Words in Tweet in G1:
[1789] sciam
[448] science
[376] using
[361] justify
[359] transphobia
[269] scientific
[229] american
[226] research
[213] stop
[207] cmclymer

Top Words in Tweet in G2:
[896] sciam
[326] lecanardnoir
[230] sex
[222] people
[198] intersex
[151] bleedinheart2md
[147] science
[140] _holliver_
[115] mrkhvoice
[108] dorykitty3

Top Words in Tweet in G3:
[74] sciam
[25] sciencenews
[23] newscientist
[19] nytscience
[19] wiredscience
[19] sciencemagazine
[17] poolseaardappel
[17] wired
[14] nasa
[12] iza_dobrowolska

Top Words in Tweet in G4:
[92] sciam
[29] #science
[25] s
[21] science
[20] scientific
[17] american
[15] #sciencereclaimsthewww
[15] #makesciencegreatagain
[12] new
[12] brasil

Top Words in Tweet in G5:
[139] sciam
[132] drpchouinard
[70] m_kelter
[67] #neurodiversity
[61] nwalton2502
[58] being
[56] another
[56] human
[53] way
[51] piece

Top Words in Tweet in G6:
[82] vaccine
[65] tarahaelle
[61] t
[59] chickenpox
[59] doesn
[59] prevent
[59] infections
[58] pesky
[58] rash
[58] sometimes

Top Words in Tweet in G7:
[106] drkatemarvel
[55] sciam
[54] drought
[47] global
[44] first
[43] see
[43] signature
[43] human
[43] activities
[43] early

Top Words in Tweet in G8:
[122] sciam
[69] maggenerator1
[62] orion7710
[24] drug
[18] 2
[18] 1
[18] such
[15] realdonaldtrump
[13] health
[13] one

Top Words in Tweet in G9:
[120] sciam
[35] leebillings
[26] s
[25] shannonwhall
[23] salt
[21] now
[21] caveatnyc
[21] table
[21] europa
[20] life

Top Words in Tweet in G10:
[27] sciam
[15] royalsociety
[15] t
[14] f
[11] theory
[10] gt
[9] physical
[9] phalpern
[9] energy
[8] force

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[378] science,justify
[373] justify,transphobia
[301] scientific,american
[285] stop,using
[226] american,sciam
[200] using,phony
[195] omg,iconic
[195] iconic,scientific
[195] sciam,knock
[195] knock,using

Top Word Pairs in Tweet in G1:
[360] science,justify
[358] justify,transphobia
[220] scientific,american
[206] american,sciam
[193] omg,iconic
[193] iconic,scientific
[193] sciam,knock
[193] knock,using
[193] using,terrible
[193] terrible,science

Top Word Pairs in Tweet in G2:
[133] bleedinheart2md,_holliver_
[130] _holliver_,sciam
[94] stop,using
[79] science,intersex
[78] pseudo,science
[78] seinneann,bleedinheart2md
[77] using,pseudo
[77] intersex,fight
[77] fight,transphobia
[77] transphobia,body

Top Word Pairs in Tweet in G3:
[17] nytscience,sciencenews
[17] sciencenews,sciencemagazine
[17] sciencemagazine,sciam
[17] sciam,wired
[17] wired,wiredscience
[11] poolseaardappel,iza_dobrowolska
[10] newscientist,sciam
[7] sciam,newscientist
[6] tictoc,elonmusk
[6] elonmusk,tesla

Top Word Pairs in Tweet in G4:
[17] scientific,american
[14] #sciencereclaimsthewww,#makesciencegreatagain
[12] american,brasil
[12] #makesciencegreatagain,#science
[9] #wissenschaft,#wissen
[8] #science,#wissenschaft
[5] sciam,opinion
[5] cachorros,conseguem
[5] conseguem,farejar
[5] farejar,câncer

Top Word Pairs in Tweet in G5:
[51] way,being
[51] being,human
[50] another,way
[49] aiyana,bailin
[49] drpchouinard,m_kelter
[49] m_kelter,sciam
[48] amazing,piece
[48] piece,#neurodiversity
[48] #neurodiversity,aiyana
[48] bailin,#autism

Top Word Pairs in Tweet in G6:
[59] vaccine,doesn
[59] doesn,t
[58] chickenpox,vaccine
[58] t,prevent
[58] prevent,pesky
[58] pesky,rash
[58] rash,sometimes
[58] sometimes,leads
[58] leads,serious
[58] serious,infections

Top Word Pairs in Tweet in G7:
[43] see,signature
[43] signature,human
[43] human,activities
[43] activities,global
[43] global,drought
[43] drought,early
[43] early,first
[43] first,half
[43] half,20th
[43] 20th,century

Top Word Pairs in Tweet in G8:
[59] maggenerator1,sciam
[37] orion7710,sciam
[25] orion7710,maggenerator1
[10] maggenerator1,orion7710
[8] sciam,thanks
[7] sciam,realdonaldtrump
[7] space,time
[6] unocha_rosea,uno
[6] uno,sciam
[6] menstrual,cycle

Top Word Pairs in Tweet in G9:
[21] table,salt
[20] europa,s
[18] s,subsurface
[18] subsurface,ocean
[18] ocean,contains
[18] contains,basic
[18] basic,table
[18] salt,crucial
[18] crucial,ingredient
[18] ingredient,cocktail

Top Word Pairs in Tweet in G10:
[8] article,somewhat
[8] somewhat,long
[8] long,quite
[8] quite,easy
[8] easy,grasp
[8] grasp,therefore
[8] therefore,astonished
[8] astonished,find
[8] find,unsuited
[7] phalpern,article

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@lecanardnoir
@toxicpath
@harriss_tom
@dorykitty3
@maggenerator1
@meetal_leeka
@crystal_cv512hg
@nwalton2502
@orion7710

Top Replied-To in G1:
@sciam
@horganism
@cmclymer
@darthvadertube
@peavyposy
@jimj_candid
@theflanston
@jnascim
@sbkaufman
@johansanchez150

Top Replied-To in G2:
@lecanardnoir
@sciam
@toxicpath
@harriss_tom
@dorykitty3
@meetal_leeka
@crystal_cv512hg
@elizabethlidd
@paul_smortions
@bossito

Top Replied-To in G3:
@sciam
@poolseaardappel
@bartoszczepl
@wesmith91
@subhashkak1
@tictoc
@kuglefiskpl
@maxpreuss1
@franck_mcbecker
@memcculloch

Top Replied-To in G4:
@kpchr

Top Replied-To in G5:
@nwalton2502
@lyzardcraft
@bakiyevaliliya
@m_kelter
@singer_judy
@peripheralminds
@cupar45
@hparadoxa
@epballou
@drjamesbooth

Top Replied-To in G6:
@cmichaelgibson
@tarahaelle
@notfollowing
@catof9tails1
@gaviseth
@takethatsalk
@maximaxoo

Top Replied-To in G7:
@drkatemarvel
@fabiusmaximus01
@lesjohnsonhrvat
@etzpcm
@upbeatprof
@jeffjarvis
@waytgibbs
@skepticscience
@sciam

Top Replied-To in G8:
@maggenerator1
@orion7710
@sciam
@amararya13
@gop
@wmpolice
@paselkin
@ap
@christiansenjen
@realdonaldtrump

Top Replied-To in G9:
@sciam
@soronya
@tanyalewis314
@_forlorn_hope
@sunyaaa
@caveatnyc
@leebillings
@ysayn3
@crangle_j
@gaiariot

Top Replied-To in G10:
@acadsciences
@royalsociety
@phalpern
@richard79360562
@sciam
@camoreland
@lifeboathq
@iterwomen

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@cmclymer
@lecanardnoir
@bleedinheart2md
@_holliver_
@drpchouinard
@mrkhvoice
@drkatemarvel
@sbkaufman
@seinneann

Top Mentioned in G1:
@sciam
@cmclymer
@sbkaufman
@jnascim
@wildlifeday
@serenasonoma
@jessphoenix2018
@losalamosnatlab
@horganism
@wcgrid

Top Mentioned in G2:
@sciam
@lecanardnoir
@bleedinheart2md
@_holliver_
@mrkhvoice
@seinneann
@wendyjwheeler
@dorykitty3
@meetal_leeka
@machinemorality

Top Mentioned in G3:
@sciam
@sciencenews
@newscientist
@nytscience
@wiredscience
@sciencemagazine
@wired
@nasa
@poolseaardappel
@popsci

Top Mentioned in G4:
@aditinnnn
@compareedu
@maybeegreen

Top Mentioned in G5:
@sciam
@drpchouinard
@m_kelter
@epballou
@nwalton2502
@lyzardcraft
@bakiyevaliliya
@thinkingautism
@singer_judy
@fiona_clarke_

Top Mentioned in G6:
@tarahaelle
@gaviseth
@sciam
@cmichaelgibson
@maximaxoo
@catof9tails1
@notfollowing
@godhatesyeast
@epballou
@bluebirdofunhap

Top Mentioned in G7:
@drkatemarvel
@sciam
@mdichristina
@curryja
@etzpcm
@rogerpielkejr
@springernature
@skepticscience
@bu_tweets
@racheljscheer

Top Mentioned in G8:
@sciam
@orion7710
@maggenerator1
@realdonaldtrump
@unocha_rosea
@uno
@gop
@christiansenjen
@amararya13
@un

Top Mentioned in G9:
@sciam
@leebillings
@shannonwhall
@caveatnyc
@zakmartellucci
@dustingrowick
@alienoceans
@plutokiller
@tanyalewis314
@sunyaaa

Top Mentioned in G10:
@sciam
@royalsociety
@phalpern
@nasciences
@pnasnews
@apsphysics
@fermilab
@naturephysics
@theeconomist
@the_ias

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@cowboyscifibot
@loupo85
@nosqldigest
@klm
@lotsoflovefromm
@cherokeesher2
@andysugs
@xandaolp
@mysouthend

Top Tweeters in G1:
@loupo85
@nosqldigest
@benstancliff
@serenel14278447
@samhainnight
@golpenuncamais
@knittingknots
@dekoran1
@ochreblue
@rotrujo

Top Tweeters in G2:
@wingsscotland
@zeno001
@annejumps
@toxicpath
@sacerdotus
@neurolawguy
@killermartinis
@gencritgreen
@brwombat
@bossito

Top Tweeters in G3:
@klm
@irishtimes
@bostonglobe
@washingtonpost
@staronline
@abc
@ads7506
@nba
@nbcnews
@amongstwits

Top Tweeters in G4:
@lotsoflovefromm
@andysugs
@obiwillkenobiii
@elnocturno
@shonatiger
@noahpinion
@nigelcameron
@clipsluv
@mynavi_shinsho
@goldentent

Top Tweeters in G5:
@andrewmorrisuk
@russellrelliott
@ladydarthcaedus
@jameshutson
@couthycryptid
@alsalih1969
@hum_con
@knilirabaj
@paivoopiez
@dkmnow

Top Tweeters in G6:
@xandaolp
@baronianconsult
@barbaramain07
@ebthen
@kentbottles
@drferdowsi
@juliainfinland
@thinkalot
@rutiregan
@kath2cats

Top Tweeters in G7:
@xandaodalapa
@_ben_franklin1
@barryjwoods
@thomasknorra
@coyotegulch
@jeffjarvis
@foxgoose
@littlerobbergrl
@klimaatzuster
@aditi0703

Top Tweeters in G8:
@foxnews
@rt_com
@cnn
@ap
@msnbc
@un
@0fficersoandso
@wmpolice
@kallen130vt
@marywalden13

Top Tweeters in G9:
@rand_simberg
@u3y4bde
@losivad
@jondmaas
@ozaed
@silviali
@ironmanindiandr
@safenotanoption
@srikardr
@bigknickfan

Top Tweeters in G10:
@cnni
@theeconomist
@actonclimate
@dubengeldu
@lifeboathq
@harvard
@royalsociety
@portailmarocma
@camsciencepark
@thebjps