sciam, Twitter, 2/13/2018 2:46:39 PM, 140492


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sciam_2018-02-13_05-05-38.xlsx
sciam_2018-02-13_05-05-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 13, 2018
Short Description:
sciam via NodeXL http://bit.ly/2st81VD
@sciam
@springernature
@hewmanatee
@primalpoly
@lizditz
@julie_b92
@gleb_tsipursky
@davedj10360
@stevemirsky
@karbonkoppi

Top hashtags:
#evolution
#fakenews
#protruthpledge
#science
#pyeongchang2018
#winterolympics
#darwinday

Description:
Description
The graph represents a network of 4,419 Twitter users whose tweets in the requested range contained "sciam", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 13 February 2018 at 13:07 UTC.

The requested start date was Tuesday, 13 February 2018 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 3-day, 18-hour, 35-minute period from Friday, 09 February 2018 at 06:25 UTC to Tuesday, 13 February 2018 at 01:00 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 : 4419
Unique Edges : 5444
Edges With Duplicates : 2535
Total Edges : 7979
Self-Loops : 614
Reciprocated Vertex Pair Ratio : 0.0126199786704586
Reciprocated Edge Ratio : 0.0249253993329823
Connected Components : 376
Single-Vertex Connected Components : 290
Maximum Vertices in a Connected Component : 3849
Maximum Edges in a Connected Component : 7362
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.534885
Graph Density : 0.000291807537946505
Modularity : 0.468996
NodeXL Version : 1.0.1.392

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[225] https://www.scientificamerican.com/article/can-pregnancy-help-scientists-better-understand-cancer/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content&utm_term=health_partner_&sf181800860=1
[126] https://www.scientificamerican.com/article/the-arctic-permafrost-holds-a-crazy-amount-of-mercury-mdash-and-thats-bad-news/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=sustainability_news_text_free&sf181715178=1
[125] https://www.scientificamerican.com/article/autism-shares-brain-signature-with-schizophrenia-and-bipolar-disorder/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_&sf181651106=1
[106] https://www.scientificamerican.com/article/cognitive-ability-and-vulnerability-to-fake-news/?wt.mc=SA_Twitter-Share
[85] https://www.scientificamerican.com/article/nasa-budget-proposal-defunds-space-station-space-telescopes-and-more/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_news_text_free&sf181953087=1
[64] https://www.scientificamerican.com/article/did-we-just-find-exoplanets-in-another-galaxy/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_&sf181726889=1
[64] https://twitter.com/sciam/status/963074082756595712
[54] https://blogs.scientificamerican.com/observations/why-the-disease-definition-of-addiction-does-far-more-harm-than-good/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_blog_&sf181714744=1
[50] https://blogs.scientificamerican.com/observations/space-technology-could-change-the-balance-of-power-in-africa/?utm_source=twitter&utm_medium=social&utm_campaign=&utm_content=&utm_term=space_blog_&sf181714873=1
[48] https://www.scientificamerican.com/article/life-on-the-rocks/?sf181895720=1

Top URLs in Tweet in G1:
[207] https://www.scientificamerican.com/article/can-pregnancy-help-scientists-better-understand-cancer/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content&utm_term=health_partner_&sf181800860=1
[117] https://www.scientificamerican.com/article/autism-shares-brain-signature-with-schizophrenia-and-bipolar-disorder/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_&sf181651106=1
[117] https://www.scientificamerican.com/article/the-arctic-permafrost-holds-a-crazy-amount-of-mercury-mdash-and-thats-bad-news/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=sustainability_news_text_free&sf181715178=1
[75] https://www.scientificamerican.com/article/cognitive-ability-and-vulnerability-to-fake-news/?wt.mc=SA_Twitter-Share
[50] https://www.scientificamerican.com/article/did-we-just-find-exoplanets-in-another-galaxy/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_&sf181726889=1
[42] https://blogs.scientificamerican.com/observations/why-the-disease-definition-of-addiction-does-far-more-harm-than-good/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_blog_&sf181714744=1
[37] https://blogs.scientificamerican.com/observations/space-technology-could-change-the-balance-of-power-in-africa/?utm_source=twitter&utm_medium=social&utm_campaign=&utm_content=&utm_term=space_blog_&sf181714873=1
[35] https://www.scientificamerican.com/article/life-on-the-rocks/?sf181895720=1
[32] https://www.scientificamerican.com/article/submersibles-peer-into-the-greatest-living-light-show-on-earth-video/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=biology_news_video_free&sf181917606=1
[32] https://blogs.scientificamerican.com/observations/why-the-disease-definition-of-addiction-does-far-more-harm-than-good/?wt.mc=SA_Twitter-Share

Top URLs in Tweet in G2:
[33] https://twitter.com/sciam/status/963074082756595712
[24] https://twitter.com/sciam/status/962876438109188097
[22] https://twitter.com/sciam/status/962865082907607040
[20] https://twitter.com/sciam/status/962129018932875264
[18] https://twitter.com/sciam/status/963167024179548160
[11] https://twitter.com/sciam/status/962476352925589504
[10] https://twitter.com/sciam/status/962068667264413696
[10] https://twitter.com/sciam/status/962431028534104065
[10] https://twitter.com/sciam/status/962506508884987904
[9] https://twitter.com/sciam/status/962818652356726785

Top URLs in Tweet in G3:
[72] https://www.scientificamerican.com/article/nasa-budget-proposal-defunds-space-station-space-telescopes-and-more/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_news_text_free&sf181953087=1
[19] https://www.scientificamerican.com/article/bacterial-ldquo-tape-recorder-rdquo-could-keep-tabs-on-body-function/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=health_news_text_free&sf181540104=1
[17] https://blogs.scientificamerican.com/observations/in-memoriam-joe-polchinski-1954-2018/
[7] https://blogs.scientificamerican.com/observations/space-technology-could-change-the-balance-of-power-in-africa/?utm_source=twitter&utm_medium=social&utm_campaign=&utm_content=&utm_term=space_blog_&sf181714873=1
[6] https://www.scientificamerican.com/article/did-we-just-find-exoplanets-in-another-galaxy/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_&sf181726889=1
[5] https://www.scientificamerican.com/article/can-pregnancy-help-scientists-better-understand-cancer/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content&utm_term=health_partner_&sf181800860=1
[5] https://www.scientificamerican.com/article/after-launching-the-world-rsquo-s-most-powerful-rocket-what-rsquo-s-next-for-spacex/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_&sf181624590=1
[4] https://twitter.com/sciam/status/961982694837178370
[4] https://blogs.scientificamerican.com/laelaps/follow-that-giraffe/
[4] https://twitter.com/sciam/status/962876438109188097

Top URLs in Tweet in G4:
[5] https://twitter.com/sciam/status/963074082756595712
[4] http://www.scientificamerican.com/
[3] https://www.scientificamerican.com/article/nasa-budget-proposal-defunds-space-station-space-telescopes-and-more/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_news_text_free&sf181953087=1
[2] https://www.scientificamerican.com/article/we-need-a-universal-flu-vaccine-before-the-next-pandemic-strikes/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=health_opinion_text_free&sf181560869=1&sf181692290=1
[2] https://blogs.scientificamerican.com/observations/space-technology-could-change-the-balance-of-power-in-africa/?utm_source=twitter&utm_medium=social&utm_campaign=&utm_content=&utm_term=space_blog_&sf181714873=1
[2] https://www.scientificamerican.com/article/how-many-gigs-are-you-wearing1/?wt.mc=SA_Twitter-Share
[2] https://www.scientificamerican.com/article/submersibles-peer-into-the-greatest-living-light-show-on-earth-video/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=biology_news_video_free&sf181917606=1
[2] https://twitter.com/sciam/status/962068667264413696
[1] https://www.scientificamerican.com/article/sunny-science-build-a-pizza-box-solar-oven/
[1] http://bit.ly/2EeuoD4

Top URLs in Tweet in G5:
[40] https://www.scientificamerican.com/article/our-actions-dont-matter-in-a-cosmic-sense-but-that-doesnt-mean-they-dont-matter/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_opinion_text_free&sf181896210=1
[19] https://www.scientificamerican.com/article/how-many-gigs-are-you-wearing1/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=tech_news_text_free&sf181908556=1
[8] https://www.scientificamerican.com/article/life-on-the-rocks/?sf181895720=1
[7] https://www.scientificamerican.com/article/go-figure-why-olympic-ice-skaters-dont-fall-flat-on-their-faces/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_news_text_free&sf181713401=1
[6] https://www.scientificamerican.com/article/did-we-just-find-exoplanets-in-another-galaxy/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_&sf181726889=1
[5] https://www.scientificamerican.com/article/submersibles-peer-into-the-greatest-living-light-show-on-earth-video/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=biology_news_video_free&sf181917606=1
[4] https://www.scientificamerican.com/article/can-pregnancy-help-scientists-better-understand-cancer/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content&utm_term=health_partner_&sf181800860=1
[4] https://www.scientificamerican.com/article/autism-shares-brain-signature-with-schizophrenia-and-bipolar-disorder/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_&sf181651106=1
[4] https://www.scientificamerican.com/article/the-arctic-permafrost-holds-a-crazy-amount-of-mercury-mdash-and-thats-bad-news/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=sustainability_news_text_free&sf181715178=1
[3] https://www.scientificamerican.com/article/nasa-budget-proposal-defunds-space-station-space-telescopes-and-more/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_news_text_free&sf181953087=1

Top URLs in Tweet in G6:
[9] https://blogs.scientificamerican.com/voices/how-to-find-a-woman-scientist/
[6] https://blogs.scientificamerican.com/voices/gone-in-2017-12-trailblazing-women-in-stem/
[2] https://twitter.com/LydiaCAMiller/status/963144560967856130
[1] https://twitter.com/i/web/status/963065484584341505
[1] https://twitter.com/katzyna/status/963065964588920832
[1] https://www.brown.edu/academics/archaeology/people/graduate-students
[1] https://www.brown.edu/academics/archaeology/people/faculty
[1] https://blogs.scientificamerican.com/voices/how-to-find-a-woman-scientist
[1] https://twitter.com/katzyna/status/963073354075922433
[1] https://blogs.scientificamerican.com/voices/how-to-find-a-woman-scientist/?wt.mc=SA_Twitter-Share

Top URLs in Tweet in G7:
[2] https://twitter.com/sciam/status/962876438109188097
[1] https://twitter.com/i/web/status/963122007868084226
[1] https://twitter.com/i/web/status/962707393468608512
[1] https://twitter.com/i/web/status/962770991519817729
[1] https://twitter.com/Emolclause/status/962840474590629893
[1] https://twitter.com/i/web/status/963095679718641664
[1] https://twitter.com/i/web/status/963116670888890369
[1] https://thesciencealert.com/know-new-kind-quantum-material-discovered/
[1] http://ow.ly/JV1N30idYqr
[1] https://apple.news/A2wkhpBOxRySmxVDAsnX5UA

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/962258154498285569
[1] https://twitter.com/i/web/status/962127505242009600

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/962729792561823744
[1] http://blogs.scientificamerican.com/extinction-countdown/coelacanth-living-fossil-endangered/
[1] https://twitter.com/i/web/status/962747922046771200
[1] https://twitter.com/i/web/status/962744648971243520
[1] https://twitter.com/i/web/status/962741654003134464

Top URLs in Tweet in G10:
[33] https://www.scientificamerican.com/article/researchers-find-no-strong-link-between-prenatal-ultrasounds-and-autism/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=mind_news_text_free&sf181911199=1
[4] https://www.scientificamerican.com/article/can-pregnancy-help-scientists-better-understand-cancer/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content&utm_term=health_partner_&sf181800860=1
[2] https://www.scientificamerican.com/article/how-many-gigs-are-you-wearing1/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=tech_news_text_free&sf181908556=1
[2] https://www.scientificamerican.com/article/nasa-budget-proposal-defunds-space-station-space-telescopes-and-more/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=space_news_text_free&sf181953087=1
[1] https://www.popsci.com/scitech/article/2002-01/hey-turn-down-ultrasound
[1] https://www.scientificamerican.com/article/the-arctic-permafrost-holds-a-crazy-amount-of-mercury-mdash-and-thats-bad-news/?utm_source=twitter&utm_medium=social&utm_campaign=sa-editorial-social&utm_content=&utm_term=sustainability_news_text_free&sf181715178=1
[1] https://www.scientificamerican.com/article/life-on-the-rocks/?sf181895720=1
[1] https://www.webmd.com/brain/autism/news/20150319/ivf-kids-may-have-higher-odds-of-autism-study-finds#1

Top Domains
Top Domains in Tweet in Entire Graph:
[2207] scientificamerican.com
[723] twitter.com
[37] protruthpledge.org
[22] bit.ly
[12] youtube.com
[8] blogspot.com
[6] weibo.com
[5] com.br
[4] facebook.com
[4] realclearscience.com

Top Domains in Tweet in G1:
[1419] scientificamerican.com
[90] twitter.com
[18] bit.ly
[8] youtube.com
[4] facebook.com
[4] realclearscience.com
[3] t.co
[3] cleanmeat.com
[2] ow.ly
[2] blogspot.com

Top Domains in Tweet in G2:
[307] twitter.com
[29] scientificamerican.com
[2] com.br
[2] tekdaily.com
[1] nature.com
[1] washington.edu
[1] darkmatterdarkenergy.com
[1] google.com
[1] quantamagazine.org
[1] youtube.com

Top Domains in Tweet in G3:
[176] scientificamerican.com
[38] twitter.com
[3] mf.tt
[2] lenr-canr.org
[2] techstars.com
[1] whitehouse.gov
[1] nature.com
[1] alignthoughts.com

Top Domains in Tweet in G4:
[24] scientificamerican.com
[10] twitter.com
[4] sciam.com
[1] bit.ly

Top Domains in Tweet in G5:
[113] scientificamerican.com
[6] twitter.com

Top Domains in Tweet in G6:
[18] scientificamerican.com
[6] twitter.com
[2] brown.edu

Top Domains in Tweet in G7:
[9] twitter.com
[1] thesciencealert.com
[1] ow.ly
[1] apple.news

Top Domains in Tweet in G8:
[2] twitter.com

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

Top Domains in Tweet in G10:
[43] scientificamerican.com
[1] popsci.com
[1] webmd.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[125] evolution
[96] fakenews
[46] protruthpledge
[44] science
[43] pyeongchang2018
[37] winterolympics
[35] darwinday
[31] womeninscience
[31] deception
[29] programming



Top Hashtags in Tweet in G1:
[27] programming
[19] pyeongchang2018
[17] winterolympics
[17] science
[14] fakenews
[14] chronicpain
[9] darwinday
[9] falconheavy
[9] bioluminescence
[9] mbari

Top Hashtags in Tweet in G2:
[17] sciam
[16] arxiv
[16] apsphysics
[16] cern
[16] cnrs
[12] fakenews
[11] nobelprize
[10] darwinday
[9] royalsociety
[8] protruthpledge

Top Hashtags in Tweet in G3:
[19] crispr
[7] winterolympics
[7] science
[6] qi
[6] lenr
[5] nationalpizzaday
[5] pizza
[5] fossilfriday
[5] pyeongchang2018
[4] jwst

Top Hashtags in Tweet in G4:
[106] evolution
[12] nationalpizzaday
[12] pizza
[4] olympics
[2] ai
[2] curling
[2] physics
[2] vaccines
[2] flu
[2] pyeongchang2018

Top Hashtags in Tweet in G5:
[7] pyeongchang2018
[7] wintergames
[4] winterolympics
[4] evolution
[2] crispr
[1] personally

Top Hashtags in Tweet in G6:
[23] womeninscience
[8] womeninstem
[2] northwest
[1] requestws
[1] scicomm
[1] 500womenscientists

Top Hashtags in Tweet in G7:
[7] timesup
[5] congress
[3] reality
[2] constitutionalconvention
[2] wizhead
[1] constitution
[1] einstein
[1] wizdom
[1] wise
[1] science

Top Hashtags in Tweet in G8:
[1] globalwarming

Top Hashtags in Tweet in G10:
[1] evolution
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[2588] Words in Sentiment List#1: Positive
[2899] Words in Sentiment List#2: Negative
[21] Words in Sentiment List#3: Angry/Violent
[83955] Non-categorized Words
[89442] Total Words
[4065] sciam
[383] more
[352] news
[294] evolution
[283] space

Top Words in Tweet in G1:
[2389] sciam
[239] ways
[239] news
[219] immune
[215] system
[213] cells
[211] similar
[211] ones
[209] placental
[208] appear

Top Words in Tweet in G2:
[33] sciam
[16] t
[16] arxiv
[16] apsphysics
[16] cern
[16] cnrs
[15] science
[15] cool
[14] more
[12] interesting

Top Words in Tweet in G3:
[344] sciam
[177] space
[132] leebillings
[120] nasa
[84] more
[75] budget
[73] international
[73] station
[73] telescopes
[72] proposal

Top Words in Tweet in G4:
[125] springernature
[115] evolution
[112] darwin
[107] theory
[106] charles
[106] renowned
[106] naturalist
[106] biologist
[106] introduced
[106] through

Top Words in Tweet in G5:
[230] sciam
[84] matter
[58] things
[54] qdtsavvypsych
[51] less
[51] sensitive
[49] try
[49] take
[49] personally
[49] inevitable

Top Words in Tweet in G6:
[35] sciam
[33] scientist
[32] 500womensci
[32] request
[28] katzyna
[23] inspiring
[23] womeninscience
[22] database
[20] woman
[20] scientific

Top Words in Tweet in G7:
[23] sciam
[21] time
[20] nytimes
[19] cnn
[19] nbc
[19] nbcsnl
[19] robertthibadeau
[15] sciammind
[15] cbs
[15] cspan

Top Words in Tweet in G8:
[2] swcrisis
[2] vivarn8
[2] bidnessclass
[2] darren_nell
[2] scotpolitik
[2] gillesnfio
[2] frankchanged
[2] jwspry
[2] nqcutters
[2] sciam

Top Words in Tweet in G9:
[87] out
[48] primalpoly
[45] scientists
[44] tenure
[44] weed
[43] encouraging
[43] pre
[43] speak
[43] public
[43] issues

Top Words in Tweet in G10:
[68] sciam
[40] dina_maron
[37] researchers
[36] autism
[34] link
[34] ultrasounds
[33] find
[33] strong
[33] between
[33] prenatal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[229] immune,system
[226] cells,placental
[226] regulate,immune
[225] cancerous,cells
[225] placental,ones
[225] ones,appear
[225] appear,regulate
[225] system,similar
[225] similar,ways
[224] sciam,cancerous

Top Word Pairs in Tweet in G1:
[209] immune,system
[208] cells,placental
[208] regulate,immune
[207] cancerous,cells
[207] placental,ones
[207] ones,appear
[207] appear,regulate
[207] system,similar
[207] similar,ways
[206] sciam,cancerous

Top Word Pairs in Tweet in G2:
[12] cern,cnrs
[9] apsphysics,cern
[9] cnrs,sciam
[8] enjoyed,coverage
[8] coverage,fakenews
[8] fakenews,co
[8] co,founded
[8] founded,protruthpledge
[6] arctic,permafrost
[6] fake,news

Top Word Pairs in Tweet in G3:
[74] sciam,nasa
[73] international,space
[73] space,station
[72] nasa,budget
[72] budget,proposal
[72] proposal,defunds
[72] defunds,international
[72] station,space
[72] space,telescopes
[72] telescopes,more

Top Word Pairs in Tweet in G4:
[107] theory,evolution
[106] charles,darwin
[106] darwin,renowned
[106] renowned,naturalist
[106] naturalist,biologist
[106] biologist,introduced
[106] introduced,theory
[106] evolution,through
[106] through,natural
[106] natural,selection

Top Word Pairs in Tweet in G5:
[51] less,sensitive
[49] try,take
[49] take,things
[49] things,personally
[49] sensitive,inevitable
[49] inevitable,criticism
[48] sciam,try
[48] personally,qdtsavvypsych
[48] qdtsavvypsych,offers
[48] offers,tips

Top Word Pairs in Tweet in G6:
[23] inspiring,womeninscience
[20] 500womensci,request
[20] woman,scientist
[20] scientist,database
[19] see,inspiring
[19] womeninscience,500womensci
[19] request,woman
[19] database,showcased
[19] showcased,here
[18] here,scientific

Top Word Pairs in Tweet in G7:
[19] nytimes,time
[15] sciam,sciammind
[13] cnn,nbc
[13] nbc,nbcsnl
[13] nbcsnl,mydemocracy
[13] mydemocracy,sciam
[13] sciammind,robertthibadeau
[13] robertthibadeau,nytimes
[13] time,alyssa_milano
[13] alyssa_milano,galaxytone

Top Word Pairs in Tweet in G8:
[2] darren_nell,scotpolitik
[2] frankchanged,jwspry

Top Word Pairs in Tweet in G9:
[44] weed,out
[43] encouraging,pre
[43] pre,tenure
[43] tenure,scientists
[43] scientists,speak
[43] speak,out
[43] out,public
[43] public,issues
[43] issues,easy
[43] easy,way

Top Word Pairs in Tweet in G10:
[35] sciam,researchers
[33] researchers,find
[33] find,strong
[33] strong,link
[33] link,between
[33] between,prenatal
[33] prenatal,ultrasounds
[33] ultrasounds,autism
[33] autism,dina_maron
[7] sciam,dina_maron

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@beastcoaster91
@basicknowhow624
@davidcarper
@cnn
@anoregni
@broadstbulliz
@cambridge_uni
@waffleuppagus
@summers_jayjay

Top Replied-To in G1:
@sciam
@broadstbulliz
@waffleuppagus
@csplas
@jaytay777
@abigailstev
@asgardiaspace
@cohan_ds
@ngrcolosimo
@serapisbey77

Top Replied-To in G3:
@sciam
@cambridge_uni
@cern
@cheddar
@leebillings
@realdonaldtrump
@mic_orion
@seoyunhahn
@peterloopete
@memcculloch

Top Replied-To in G4:
@springernature
@sciam

Top Replied-To in G5:
@sciam
@craznar

Top Replied-To in G6:
@sciam
@katzyna
@ketospeculator
@virgo2757

Top Replied-To in G7:
@cnn
@karbonkoppi
@sciam
@scotdryer

Top Replied-To in G8:
@swcrisis
@kmpetersson
@johnfocook

Top Replied-To in G9:
@primalpoly
@maws
@xebeche914

Top Replied-To in G10:
@sciam
@aaulph

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@aisneed
@leebillings
@springernature
@qdtsavvypsych
@nasa
@500womensci
@primalpoly
@dina_maron
@michael

Top Mentioned in G1:
@sciam
@aisneed
@seanmeshorer
@field_matt
@mbari_news
@asgardiaspace
@leebillings
@briansolis
@yasemin_sap
@sustainhistory

Top Mentioned in G2:
@kenyonegus
@dwightwarnez
@gaujos_gojat
@c_coolidge
@rhondajoneslevy
@convictno798
@lawrenceleight

Top Mentioned in G3:
@sciam
@leebillings
@nasa
@spacex
@yasemin_sap
@newscientist
@popsci
@seanmcarroll
@cheddar
@discovery

Top Mentioned in G4:
@springernature
@sciam
@drhubaevaluator
@stevemirsky
@leebillings
@anufennerschool
@sciencebuddies
@tvjrennie
@preskill
@mdichristina

Top Mentioned in G5:
@sciam
@qdtsavvypsych
@michael
@ya
@yas
@michaelshermer
@springernature
@aisneed
@leebillings
@yasemin_sap

Top Mentioned in G6:
@500womensci
@katzyna
@sciam
@webmz_
@mlemonick
@zaarlyliz
@emerson_kathybb
@brownarchaeolog
@j_zelikova
@scitalknw

Top Mentioned in G7:
@sciam
@nytimes
@nbc
@nbcsnl
@robertthibadeau
@time
@sciammind
@cbs
@cspan
@usarmy

Top Mentioned in G8:
@vivarn8
@bidnessclass
@darren_nell
@scotpolitik
@gillesnfio
@frankchanged
@jwspry
@nqcutters
@sciam
@icarus62

Top Mentioned in G9:
@primalpoly
@sciam
@hdxacademy
@bretweinstein

Top Mentioned in G10:
@sciam
@dina_maron
@ya
@leebillings
@qdtsavvypsych
@springernature
@aisneed

Top Tweeters
Top Tweeters in Entire Graph:
@qxnews
@ehfoundation237
@piyuanker12
@lindaleeking
@_redfrog
@evankirstel
@ericdemarylebon
@denniskoch10
@maybel65
@rjber15

Top Tweeters in G1:
@lindaleeking
@_redfrog
@ericdemarylebon
@denniskoch10
@maybel65
@eykis
@paxnostrum
@foggybottomgal
@1loriking
@gpwriter

Top Tweeters in G2:
@c_coolidge
@kenyonegus
@myownpetard
@mrcellaneous
@ks_1968
@pkmonaghan
@5n_afzal
@elinsilveous
@merrymp
@alsonamedphil

Top Tweeters in G3:
@nytimes
@aubinewbie
@shitake_reverse
@pazutzin
@scanmyphotos
@randywhite64
@lghcox
@forthleft2
@token12ga
@wired

Top Tweeters in G4:
@piyuanker12
@815wrldtrvlr
@mills_abbot
@sydsalesman
@lizditz
@widereceivermen
@drhubaevaluator
@docfreeride
@mrkalman
@thinkalot

Top Tweeters in G5:
@qxnews
@rdhillphx
@chicgibson
@batman710
@deepakkanungo
@black_cat46
@beenewsdaily
@miracletraining
@vsavidis
@clmerle

Top Tweeters in G6:
@virgo2757
@patrickmadrid
@themuddycuck
@coolmentoring
@jamesian
@natmoss
@educate_tv
@lorelai66
@priyology
@rubrics4life

Top Tweeters in G7:
@foxnews
@bbcworld
@time
@appsame
@abc
@cnn
@robyns323
@nbc6
@lohud
@msnbc

Top Tweeters in G8:
@peterwhill1
@tokyo_tom
@regimechangebc
@craigthomler
@iluvco2
@drwaheeduddin
@frankchanged
@jwspry
@balinteractive
@scotpolitik

Top Tweeters in G9:
@blaugast
@suhrmesa
@historyofmatt
@demondige
@engineerkpi
@sspencer_smb
@hereditarian98
@wolf_pak_memba
@barnes_law
@xchixm

Top Tweeters in G10:
@rjber15
@neuroparamedic
@icarus2009
@mikezaladonis
@jaswtaylor1
@lmorihouse
@muhsinkonuk
@muase14
@ianadastra
@david_fuj