scicomm, Twitter, 12/1/2019 3:39:55 AM, 217722


FAQ | Problem?

scicomm_2019-11-30_18-31-48.xlsx
scicomm_2019-11-30_18-31-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2OCixTv
@scicommbot
@_open_science_
@academicchatter
@melaniebergma18
@alomshaha
@mrahmednurali
@deepgreendesign
@scicomm_india
@femtech_
@drbecky_

Top hashtags:
#scicomm
#science
#phdchat
#phdlife
#sciart
#traintalk
#cdnpoli

Description:
Description
The graph represents a network of 4,616 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 01 December 2019 at 02:33 UTC.

The requested start date was Sunday, 01 December 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 2-day, 23-hour, 13-minute period from Wednesday, 27 November 2019 at 12:09 UTC to Saturday, 30 November 2019 at 11:22 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4616
Unique Edges : 7221
Edges With Duplicates : 2224
Total Edges : 9445
Number of Edge Types : 3
Mentions : 8322
Replies to : 306
Tweet : 817
Self-Loops : 817
Reciprocated Vertex Pair Ratio : 0.0522885078645317
Reciprocated Edge Ratio : 0.0993805548074333
Connected Components : 379
Single-Vertex Connected Components : 122
Maximum Vertices in a Connected Component : 3541
Maximum Edges in a Connected Component : 8151
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.492937
Graph Density : 0.000348592018716753
Modularity : 0.685684
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,616 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 01 December 2019 at 02:33 UTC.

The requested start date was Sunday, 01 December 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 2-day, 23-hour, 13-minute period from Wednesday, 27 November 2019 at 12:09 UTC to Saturday, 30 November 2019 at 11:22 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scicomm
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[59] https://twitter.com/alomshaha/status/1199366309563322373
[47] https://www.sciencemug.com/2019/11/the-true-reason-why-planets-form-around.html
[32] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-018-01075-5
[26] https://www.reuters.com/article/us-health-life-expectancy/u-s-life-expectancy-declining-due-to-more-deaths-in-middle-age-idUSKBN1Y02C7?feedType=RSS&feedName=healthNews&utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+reuters%2FhealthNews+%28Reuters+Health+News%29
[17] https://www.etsy.com/shop/scienceonapostcard
[14] http://wchnz.com/files/docs/wch9/final
[14] programme
[14] 261119.pdf
[14] http://wchnz.com/wch2020/registration
[10] https://twitter.com/drsjnz/status/1199998644230836224

Top URLs in Tweet in G1:
[9] https://thirdpodfromthesun.com/2019/11/25/special-release-tribes-trails-tailings/
[6] https://www.ecowatch.com/native-tribes-copper-mine-arizona-2641382305.html
[5] https://eos.org/articles/podcast-a-nuclear-legacy-buried-in-ice
[4] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2019JG005203
[4] https://blogs.egu.eu/divisions/cr/2019/11/15/cryo-comm-six-reasons-why-you-should-communicate-your-science/
[4] https://eos.org/articles/climate-change-will-make-us-sicker-and-lose-work-hours
[3] https://kxci.org/podcast/thesis-thursday-lydia-jennings/
[3] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084292
[3] https://news.yahoo.com/stand-scientists-comedy-reach-beyond-ivory-tower-012811364.html
[3] https://research.a-star.edu.sg/print-magazine/

Top URLs in Tweet in G2:
[46] https://www.sciencemug.com/2019/11/the-true-reason-why-planets-form-around.html
[6] https://www.timeshighereducation.com/news/restrict-researchers-one-paper-ayear-says-ucl-professor
[6] https://shareyoursci.com/sharing-science-on-social-media/
[4] https://twitter.com/projbridgeco/status/1199789366253473793
[4] https://twitter.com/AndyRidgway1/status/1199431974869512196
[3] https://twitter.com/projbridgeco/status/1200582757451096065
[3] https://www1.uwe.ac.uk/research/sciencecommunicationunit/coursesandtraining/postgraduatetaughtcourses/pgdipbursary.aspx
[2] https://twitter.com/alomshaha/status/1199366309563322373
[2] https://www.etsy.com/shop/scienceonapostcard
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03648-4

Top URLs in Tweet in G3:
[2] https://www.youtube.com/watch?v=ak6sdSAcNkw&feature=youtu.be

[1] https://twitter.com/glyconet_nce/status/1199809306914361345
[1] https://twitter.com/cifsjustice/status/1199762558481076224
[1] https://twitter.com/PughRhiannon/status/1199730133378183169
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0225064
[1] https://twitter.com/TimACGordon/status/1200372106493480960
[1] https://twitter.com/DanKrawczykPhD/status/1186483416973430784
[1] https://twitter.com/drshanerrr/status/1199821371603337216
[1] https://www.youtube.com/watch?v=aYCC9hNj8UM&feature=youtu.be

[1] https://www.etsy.com/shop/scienceonapostcard

Top URLs in Tweet in G4:
[28] https://twitter.com/alomshaha/status/1199366309563322373
[7] https://twitter.com/drsjnz/status/1199998644230836224
[3] https://oaspavideos.org/conference/videos-2019
[3] https://www.etsy.com/shop/PurpleLilacAmigurumi?social_invites=1&si_uuid=69852cdd-17bd-4370-9c75-8734dd60d0df&user_id=8526301&si_time=1574950153&si_page=shop_home&si_trigger=ss&si_object_id=ui.core.CoreActivity&platform=android
[2] https://twitter.com/search?q=-from%3Aquotedreplies%20url%3A1199366309563322373&f=live
[2] https://twitter.com/PenguinGalaxy/status/1200547550241140737
[2] https://twitter.com/UN/status/1199962380022796288
[2] https://careerplan.commons.gc.cuny.edu/events/skype-a-scientist-2019
[1] https://twitter.com/TOSciPolicyNet/status/1200188863093919744
[1] https://twitter.com/MedCrisis/status/1199586156612063233

Top URLs in Tweet in G5:
[7] https://phys.org/news/2019-11-climate-scientists.html
[3] https://phys.org/news/2019-11-simultaneous-impact-global-agriculture-marine.html
[3] https://prettysmartscience.com/
[2] https://twitter.com/badandbitchy/status/1199642201027993600
[2] https://phys.org/news/2019-11-ai-magic-bean-farmers-millions.html
[2] https://phys.org/news/2019-11-underwater-telecom-cables-superb-seismic.html
[2] https://www.theguardian.com/us-news/2019/nov/29/ohio-extreme-abortion-bill-reimplant-ectopic-pregnancy
[2] https://www.youtube.com/watch?v=WfjZ1otkS3o

[2] https://twitter.com/sci_illustrate/status/1199351904452665344
[2] https://www.ncbi.nlm.nih.gov/pubmed/31742459

Top URLs in Tweet in G6:
[9] https://twitter.com/alomshaha/status/1199366309563322373
[3] https://www.youtube.com/watch?v=mt-bI6tH5uU&feature=youtu.be

[2] https://artthescience.com/submissions/
[2] https://www.youtube.com/watch?v=OjBX6GkPf-s&feature=youtu.be

[2] https://www.youtube.com/watch?v=GKMLTXgH05M&feature=youtu.be

[2] https://www.youtube.com/watch?v=hilWOV04kQg&feature=youtu.be

[2] https://twitter.com/yuliakrolik/status/1199750412577976323
[1] https://www.scienceslam.de/5-jahre-science-slam-an-der-tu-dresden-nikolausslam-2019.html
[1] https://www.scienceslam.de/science-slam-berlin-dezember-2019.html
[1] https://www.scienceslam.de/

Top URLs in Tweet in G7:
[12] https://www.etsy.com/shop/scienceonapostcard
[6] https://twitter.com/alomshaha/status/1199366309563322373
[2] https://twitter.com/BarnesOwl/status/1199734984539545600
[2] https://www.linkedin.com/slink?code=g5TDPtW
[1] https://twitter.com/techallianceuk/status/1200536209497481216
[1] https://www.big.uk.com/event-3556797
[1] https://jobs.disneycareers.com/job/london/internships-2020-21-charitable-programs-and-community-engagement/391/13989346
[1] https://medium.com/scicomm-book-reviews/the-science-of-communicating-science-the-ultimate-guide-74f8780e42f3
[1] https://journals.sagepub.com/doi/full/10.1177/0963662519888599?cookieSet=1
[1] https://thepoetryofscience.scienceblog.com/1032/bitcoins-shifting-footprint/

Top URLs in Tweet in G8:
[4] https://twitter.com/alomshaha/status/1199366309563322373
[3] https://www.worldpdcoalition.org/page/Glossary
[2] https://twitter.com/CASC_ACCS/status/1199351156738330625
[2] https://www.pbs.org/wgbh/nova/article/neanderthals-early-modern-humans-teeth-tools/
[2] https://chemforyourlife.transistor.fm/
[2] Tubes
[2] and
[1] https://www.youtube.com/watch?v=2ozhqw840PU&feature=youtu.be&t=1910

[1] https://twitter.com/imrankhan/status/1199657209329782785
[1] https://blogs.plos.org/scicomm/2019/03/01/the-climate-is-changing-why-does-that-matter-to-me-and-why-should-it-matter-to-you/#.Xd58uQl15C0.facebook

Top URLs in Tweet in G9:
[3] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=170608&source=CC3&lang=en_US
[3] https://twitter.com/alomshaha/status/1199366309563322373
[2] https://twitter.com/SciSays/status/1199103709029863424
[1] https://podcasts.apple.com/us/podcast/20-eileen-hebets-close-encounters-of-the-eight-legged-kind/id1471423633?i=1000455505471
[1] https://twitter.com/theSTEMsquad/status/1199034765489266688?s=19
[1] https://twitter.com/berkeleyscirev/status/1199816290157744128
[1] https://airtable.com/shr8J7s6QDqzX4uGz
[1] https://uniquescientists.com/2019/11/27/unique-scientist-chelsie-boodoo/?amp&__twitter_impression=true
[1] https://health.ucsd.edu/news/Pages/Bigelow-Science-Communication-Fellowship.aspx
[1] https://thefemalescientist.com/portrait/diana-lucia/1125/meet-diana-lucia-a-developmental-neuroscientist-and-science-communicator-passionate-about-engaging-the-public-with-science-and-inspiring-the-next-generation-of-scientists/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#849666375920603137-tw#1511727225123#849666375920603137-tw#1518348774088

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=7-obWAlH6Ew

[1] http://www.wwf.ca/givingtuesday
[1] https://www.youtube.com/watch?v=zNQXPwKvpA4&feature=youtu.be

[1] https://www.timescolonist.com/climate-change-shifting-protected-marine-ecosystems-outside-conservation-areas-1.24020713
[1] https://phys.org/news/2019-11-habitat-threatened-caribou.html
[1] https://bit.ly/34yfcdR
[1] https://blog.wwf.ca/blog/2019/11/27/uncovering-wildlife-climate-connection/
[1] https://bit.ly/2DvzhFP
[1] https://medium.com/@WWF/climate-ambition-must-be-the-centrepiece-of-decision-making-at-cop25-66e990ce390f?source=friends_link&sk=e4214dd13a2950e5186fd60a87bc1e8c
[1] https://twitter.com/quest_eu/status/1199325173729677312

Top Domains
Top Domains in Tweet in Entire Graph:
[425] twitter.com
[82] youtube.com
[47] sciencemug.com
[45] nature.com
[28] wchnz.com
[26] reuters.com
[25] wiley.com
[22] iipc.org
[22] etsy.com
[22] ajo.com

Top Domains in Tweet in G1:
[41] twitter.com
[20] wiley.com
[12] youtube.com
[9] thirdpodfromthesun.com
[9] eos.org
[7] agu.org
[6] ecowatch.com
[5] egu.eu
[4] globalplantcouncil.org
[4] instagram.com

Top Domains in Tweet in G2:
[56] twitter.com
[46] sciencemug.com
[17] okt.to
[9] timeshighereducation.com
[6] shareyoursci.com
[5] nature.com
[5] youtube.com
[4] uw.edu
[3] blogspot.com
[3] omny.fm

Top Domains in Tweet in G3:
[6] twitter.com
[3] youtube.com
[1] plos.org
[1] etsy.com

Top Domains in Tweet in G4:
[55] twitter.com
[4] etsy.com
[3] oaspavideos.org
[2] jamanetwork.com
[2] cuny.edu
[1] oaspa.org
[1] medium.com
[1] thestar.com
[1] sciencemag.org
[1] amazon.com

Top Domains in Tweet in G5:
[46] twitter.com
[18] phys.org
[3] techxplore.com
[3] youtube.com
[3] prettysmartscience.com
[2] theguardian.com
[2] wikipedia.org
[2] la7.it
[2] nih.gov
[1] discovermagazine.com

Top Domains in Tweet in G6:
[20] twitter.com
[12] youtube.com
[6] artthescience.com
[3] scienceslam.de
[2] medium.com
[1] pixelsandplans.com
[1] tableau.com
[1] werepstem.com
[1] stemcell.com
[1] google.com

Top Domains in Tweet in G7:
[18] twitter.com
[12] etsy.com
[3] linkedin.com
[2] uk.com
[1] disneycareers.com
[1] medium.com
[1] sagepub.com
[1] scienceblog.com
[1] plos.org
[1] nationalgeographic.com

Top Domains in Tweet in G8:
[43] twitter.com
[22] ajo.com
[4] plos.org
[4] instagram.com
[4] nature.com
[3] worldpdcoalition.org
[2] youtube.com
[2] pbs.org
[2] knepublishing.com
[2] transistor.fm

Top Domains in Tweet in G9:
[9] twitter.com
[3] adp.com
[2] uniquescientists.com
[1] apple.com
[1] airtable.com
[1] ucsd.edu
[1] thefemalescientist.com

Top Domains in Tweet in G10:
[2] youtube.com
[2] wwf.ca
[2] bit.ly
[1] timescolonist.com
[1] phys.org
[1] medium.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2472] scicomm
[332] science
[253] phdchat
[229] phdlife
[114] sciart
[87] traintalk
[83] cdnpoli
[64] research
[55] climatechange
[53] academicchatter



Top Hashtags in Tweet in G1:
[259] scicomm
[35] science
[20] climatechange
[14] voicesforscience
[14] agupubs
[14] sciart
[14] conservation
[10] scisummary
[9] sciencetwitter
[7] storytelling

Top Hashtags in Tweet in G2:
[356] scicomm
[56] science
[42] astronomy
[42] astrophysics
[38] blackhole
[36] astronomers
[36] balckholes
[36] humor
[36] humour
[36] geeky

Top Hashtags in Tweet in G3:
[201] phdchat
[196] phdlife
[30] scicomm
[6] sciencetwitter
[4] 20phds20mins
[4] forensic
[4] academictwitter
[3] research
[3] travel
[3] flights

Top Hashtags in Tweet in G4:
[156] scicomm
[12] climatechange
[9] healthcomm
[6] permafrost
[5] science
[4] openaccess
[3] academicchatter
[3] lgbtstem
[3] scientists
[3] oaspa2019

Top Hashtags in Tweet in G5:
[148] scicomm
[80] cdnpoli
[59] science
[40] climate
[27] womeninstem
[25] senca
[23] design
[23] ableg
[20] onpoli
[16] gender

Top Hashtags in Tweet in G6:
[91] scicomm
[18] science
[16] wisskomm
[12] space
[10] sciart
[5] minoritiesinstem
[3] scienceslam
[3] womeninstem
[3] blackandstem
[2] wissenschaft

Top Hashtags in Tweet in G7:
[64] scicomm
[5] science
[3] sciart
[3] poem
[3] researchers
[2] treatments
[2] eyediseases
[2] academictwitter
[2] scientists
[2] academics

Top Hashtags in Tweet in G8:
[138] scicomm
[22] science
[22] ophthalmology
[22] ophthotwitter
[5] sciencetwitter
[4] research
[4] stem
[4] sciart
[4] happythanksgiving
[3] ciencia

Top Hashtags in Tweet in G9:
[48] scicomm
[17] scipol
[16] civicscience
[8] science
[7] edutwitter
[7] gcse
[7] vocabulary
[7] sciencepolicy
[6] esep
[6] happyhour

Top Hashtags in Tweet in G10:
[82] traintalk
[11] climatecrisis
[9] climatestrike
[8] scicomm
[4] awis4future
[4] bremen
[4] icebergalley
[3] ecosystems
[2] climateambition
[2] wildlife

Top Words
Top Words in Tweet in Entire Graph:
[4542] Words in Sentiment List#1: Positive
[1593] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[115465] Non-categorized Words
[121600] Total Words
[2467] #scicomm
[653] science
[474] scicomm
[424] more
[332] #science

Top Words in Tweet in G1:
[259] #scicomm
[103] science
[86] edurafi
[86] scicomm_india
[57] more
[53] see
[51] climate
[51] cooolstemgames
[51] seasonwatch_in
[50] scicomm

Top Words in Tweet in G2:
[356] #scicomm
[101] science
[62] around
[56] #science
[50] black
[48] form
[46] true
[46] reason
[46] planets
[46] holes

Top Words in Tweet in G3:
[213] academicchatter
[201] #phdchat
[196] #phdlife
[194] mrahmednurali
[193] flight
[193] attendant
[193] dr
[193] board
[193] nobody
[193] captain

Top Words in Tweet in G4:
[156] #scicomm
[138] scicomm
[77] science
[75] alomshaha
[59] doing
[38] people
[35] scientists
[35] more
[29] time
[25] good

Top Words in Tweet in G5:
[148] #scicomm
[80] #cdnpoli
[59] #science
[42] deepgreendesign
[40] #climate
[27] #womeninstem
[25] #senca
[24] fantastic
[23] science
[23] #design

Top Words in Tweet in G6:
[91] #scicomm
[53] realscientists
[36] folks
[31] share
[29] artthescience
[29] people
[28] hello
[28] week
[28] curating
[27] science

Top Words in Tweet in G7:
[62] #scicomm
[59] scicomm
[34] hanaayoob
[34] samillingworth
[27] more
[27] time
[27] people
[26] scientists
[23] event
[23] paper

Top Words in Tweet in G8:
[138] #scicomm
[22] #science
[22] ophthopedia
[22] update
[22] #ophthalmology
[22] #ophthotwitter
[19] science
[18] scicomm
[11] more
[9] great

Top Words in Tweet in G9:
[48] #scicomm
[23] check
[21] dc
[21] one
[18] aaas
[18] fellow
[17] #scipol
[17] know
[17] seeing
[16] #civicscience

Top Words in Tweet in G10:
[84] melaniebergma18
[83] great
[82] #traintalk
[82] way
[82] transfer
[82] scientific
[82] knowledge
[82] bubbles
[82] nowhere
[82] near

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[205] flight,attendant
[200] #phdlife,academicchatter
[200] academicchatter,#phdchat
[199] attendant,dr
[199] dr,board
[199] board,nobody
[199] nobody,captain
[199] captain,holt
[199] holt,#phdlife
[198] mrahmednurali,flight

Top Word Pairs in Tweet in G1:
[44] scicomm_india,scicommsci
[42] seasonwatch_in,gubbilabs
[38] climate,crisis
[35] edurafi,teamfoldscope
[33] teamfoldscope,prakashlab
[31] scicommsci,gareebscientist
[29] prakashlab,cooolstemgames
[29] cooolstemgames,seasonwatch_in
[29] gubbilabs,scicomm_india
[20] science,communication

Top Word Pairs in Tweet in G2:
[46] true,reason
[46] reason,planets
[46] planets,form
[46] form,around
[46] around,black
[46] black,holes
[46] holes,cartoon
[46] cartoon,micro
[36] #humor,#humour
[36] #humour,#geeky

Top Word Pairs in Tweet in G3:
[194] #phdlife,academicchatter
[194] academicchatter,#phdchat
[193] flight,attendant
[193] attendant,dr
[193] dr,board
[193] board,nobody
[193] nobody,captain
[193] captain,holt
[193] holt,#phdlife
[192] mrahmednurali,flight

Top Word Pairs in Tweet in G4:
[31] doing,#scicomm
[16] science,professional
[16] professional,doing
[13] alomshaha,scicomm
[11] social,media
[11] scicomm,someone
[11] #scicomm,gets
[11] gets,frequent
[11] frequent,comments
[11] comments,re

Top Word Pairs in Tweet in G5:
[15] #science,#scicomm
[15] andrewscheer,leonaalleslev
[15] #science,refutes
[15] carbon,pricing
[14] wow,andrewscheer
[14] leonaalleslev,publishing
[14] publishing,#science
[14] refutes,current
[14] current,consensus
[14] consensus,carbon

Top Word Pairs in Tweet in G6:
[28] curating,realscientists
[27] hello,fellow
[27] fellow,#scicomm
[27] #scicomm,folks
[27] folks,week
[27] week,curating
[27] realscientists,share
[27] share,answers
[27] answers,important
[26] yuliakrolik,hello

Top Word Pairs in Tweet in G7:
[22] little,event
[21] #scicomm,paper
[20] early,career
[19] uk,early
[19] career,scicomm
[19] scicomm,folk
[19] folk,until
[19] until,monday
[19] monday,apply
[19] apply,bursary

Top Word Pairs in Tweet in G8:
[22] ophthopedia,update
[22] #ophthalmology,#ophthotwitter
[22] #ophthotwitter,#scicomm
[5] #science,#scicomm
[5] #scicomm,#science
[4] science,communication
[3] #chemistry,#scicomm
[3] need,boost
[3] boost,science
[3] science,vocabulary

Top Word Pairs in Tweet in G9:
[17] #scipol,#scicomm
[16] aaas,#civicscience
[16] #civicscience,fellow
[15] #scicomm,resources
[15] job,alert
[15] fellow,position
[15] position,washington
[15] washington,dc
[15] dc,work
[15] work,effective

Top Word Pairs in Tweet in G10:
[82] #traintalk,great
[82] great,way
[82] way,transfer
[82] transfer,scientific
[82] scientific,knowledge
[82] knowledge,bubbles
[82] bubbles,nowhere
[82] nowhere,near
[82] near,bad
[81] melaniebergma18,#traintalk

Top Replied-To
Top Replied-To in Entire Graph:
@alomshaha
@edurafi
@pepomintnarwhal
@ellie_scicomm
@hanaayoob
@iubmb
@ca_astrocomm
@ramesh_mendola
@brossardd
@schrodingerskit

Top Replied-To in G1:
@edurafi
@ramesh_mendola
@globalbioindia
@1nativesoilnerd
@prakashlab
@seasonwatch_in
@alomshaha
@ratneshict
@scicomm_india
@theagu

Top Replied-To in G2:
@ca_astrocomm
@missneutrino
@theobeereardon
@aurynn
@adatomy
@venturecafesyd
@rhiansalmon
@mark_lorch
@jo_bailey

Top Replied-To in G3:
@karenerrichetti
@fblomdces
@omarrawi89

Top Replied-To in G4:
@alomshaha
@brossardd
@gabeonmed
@writingblock
@indyfromspace
@martinaustwick
@mackenwells
@karlhvm
@toscipolicynet
@choo_ek

Top Replied-To in G5:
@north_resists
@brunetteinnb
@votingabc
@jacquelyngill
@rebeccah2020
@hanianempress
@thecurrentcbc
@climatebabes
@wickdchiq
@maximebernier

Top Replied-To in G6:
@realscientists
@stemygk
@robertcmahon
@esa
@cylitaguy

Top Replied-To in G7:
@ellie_scicomm
@hanaayoob
@schrodingerskit
@tpoi
@alicebell
@chris_bore
@sarahpurplee
@reneewatson77
@ctridzzz
@bigchats

Top Replied-To in G9:
@sciwithchelsie
@eikofried

Top Mentioned
Top Mentioned in Entire Graph:
@academicchatter
@mrahmednurali
@melaniebergma18
@scicomm_india
@edurafi
@drbecky_
@purpleneety
@alomshaha
@_atanas_
@deepgreendesign

Top Mentioned in G1:
@scicomm_india
@edurafi
@cooolstemgames
@gubbilabs
@seasonwatch_in
@teamfoldscope
@scicommsci
@prakashlab
@gareebscientist
@theagu

Top Mentioned in G2:
@quest_eu
@earlhaminst
@jo_bailey
@deepgreendesign
@venturecafesyd
@sciencemug
@scicommsuwe
@e_weitkamp
@vanessapirotta
@enricosta

Top Mentioned in G3:
@academicchatter
@mrahmednurali
@hotiferdiana
@jennk3s
@einstein_agogo
@drshanerrr
@3rrrfm
@young_laurenm
@plosone
@glyconet_nce

Top Mentioned in G4:
@alomshaha
@alongsidewild
@sarahmackattack
@sciam
@divya_m_p
@lizalbertorio
@bethlinas
@hood_naturalist
@sternarchella
@sharkespearean

Top Mentioned in G5:
@deepgreendesign
@andrewscheer
@brightclubirl
@jgabhann
@leonaalleslev
@rcsipharmbiomol
@drjengunter
@caulfieldtim
@stephenharper
@cpc_hq

Top Mentioned in G6:
@realscientists
@artthescience
@yuliakrolik
@youtube
@cylitaguy
@maithi_nk
@denniseckmeier
@dr_niamh_shaw
@stemcelltech
@roisin_conn

Top Mentioned in G7:
@samillingworth
@hanaayoob
@bigchats
@plosone
@scienceona
@natgeo
@kimberley__f
@reneewatson77
@pfwgames
@scipublic

Top Mentioned in G8:
@grrlscientist
@erc_research

Top Mentioned in G9:
@scipolnetwork
@aaas
@airtable
@tiffanylohwater
@sandra_phoma
@ucsandiego
@vivacebelles
@also_ascientist
@tel_science
@thestemsquad

Top Mentioned in G10:
@melaniebergma18
@marum_de
@wwfcanada
@marlowordybird
@awi_media
@franziskapausch
@melissakaess
@climatewwf
@elsenviron
@ubc

Top Tweeters
Top Tweeters in Entire Graph:
@geoffrey_payne
@digestwordpress
@chuddles11
@chidambara09
@babysgramma
@watermelondriia
@aaroncuddeback
@wildwalkerwoman
@homegypsy
@sallyrmelb

Top Tweeters in G1:
@markplackett1
@oasismountain
@4everanimalz1
@zeno001
@drskyskull
@whysharksmatter
@forbes
@tan123
@bjp4india
@doggywoggydooda

Top Tweeters in G2:
@aaroncuddeback
@homegypsy
@sallyrmelb
@grb090423
@drrubidium
@dnlee5
@stephaniekays
@edyong209
@_open_science_
@timeshighered

Top Tweeters in G3:
@watermelondriia
@inpoco
@alasdairstuart
@academicchatter
@sarahgailbrand
@andyinbrum
@tsoprano8
@grhluna24
@guan
@wunpini_fm

Top Tweeters in G4:
@lizditz
@yathinkn
@diapermakeovers
@ilovaussiesheps
@frecklesxx20
@torontostar
@irlandia
@ti_enjoli
@pash22
@penguingalaxy

Top Tweeters in G5:
@chuddles11
@johangreg
@nembotavy_0101
@grape_juice13
@emgfind
@dawnroseturner
@femtech_
@deepgreendesign
@skype
@drjengunter

Top Tweeters in G6:
@ronaldclarke
@semilocon
@irishetchings
@realscientists
@beanbagboy
@planetinspace
@heartoftardis
@gdorn1
@b_cavello
@gerardyvanovich

Top Tweeters in G7:
@artcollisions
@maricarjagger
@drlucyrogers
@danirabaiotti
@lycomorpha
@mrsdenyer
@jamiebgall
@alicebell
@natgeo
@yesct

Top Tweeters in G8:
@craken_maccraic
@a_siegel
@katja_thieme
@adoorarebell
@thomedysci
@erinmaochu
@bitcoin_korea
@jennysplitter
@sm9eb
@missmerrivale

Top Tweeters in G9:
@sindivanzyl
@kolie_yola
@paleophile
@sandra_phoma
@kofi_siribosbae
@2020science
@cenmag
@comprendia
@reutersscience
@christineliuart

Top Tweeters in G10:
@slsandpet
@pushandpulljlm
@nursevictoria11
@classicmp
@btkrth
@jav_riv
@12milegeo
@halleverkehrt
@hesselmann
@hitecsoftouch