scicomm, Twitter, 10/16/2018 1:00:52 PM, 171570


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scicomm_2018-10-16_04-51-03.xlsx
scicomm_2018-10-16_04-51-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 16, 2018
Short Description:
scicomm via NodeXL http://bit.ly/2IZGOi1
@scicommbot
@_open_science_
@deepgreendesign
@iamscicomm
@johninnescentre
@drummerboy2112
@agu_scicomm
@redpenblackpen
@royalsocbio
@npr

Top hashtags:
#scicomm
#science
#stem
#snrtg
#sacnas2018
#sciart
#phdchat
#dayofscience

Description:
Description
The graph represents a network of 4,625 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 Tuesday, 16 October 2018 at 11:52 UTC.

The requested start date was Tuesday, 16 October 2018 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 4-day, 3-hour, 53-minute period from Thursday, 11 October 2018 at 13:03 UTC to Monday, 15 October 2018 at 16:56 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 : 4625
Unique Edges : 6917
Edges With Duplicates : 1944
Total Edges : 8861
Number of Edge Types : 3
Mentions : 7747
Tweet : 965
Replies to : 149
Self-Loops : 965
Reciprocated Vertex Pair Ratio : 0.0445831475702185
Reciprocated Edge Ratio : 0.0853606487409304
Connected Components : 380
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 3500
Maximum Edges in a Connected Component : 7550
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.821011
Graph Density : 0.000328672963621061
Modularity : 0.696534
NodeXL Version : 1.0.1.406

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] https://www.psychologytoday.com/us/blog/understanding-grief/201810/life-s-last-rally-terminal-lucidity
[20] https://www.biographic.com/posts/sto/sounds-of-survival
[15] https://www.youtube.com/watch?v=iRKNmVlzMGU&feature=youtu.be&a

[15] http://inpst.net/doesitworksummary-cocoa-for-blood-pressure-reduction/
[15] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-018-02404-4
[13] https://fromtheprow.agu.org/six-months-of-voices-for-science-successes/
[13] https://medium.com/@shaunoboyle/activists-make-science-communication-better-3ddf6e54d3c5
[11] https://www.universityaffairs.ca/news/news-article/academics-fight-back-against-junk-science-health-scams/
[10] https://gaia-s.org/en/2018/10/01/plastic-pollution-from-a-bottle-to-a-fragment-pollution-of-ocean/
[10] http://www.ox.ac.uk/news/2018-10-09-gene-therapy-breakthrough-treating-rare-form-blindness

Top URLs in Tweet in G1:
[11] https://fromtheprow.agu.org/six-months-of-voices-for-science-successes/
[8] https://blogs.agu.org/sciencecommunication/2018/10/12/sharing-stories-of-consensus-building-the-missing-step-in-the-scientific-method/
[7] https://www.storycollider.org/shows/2018/10/17/washington-dc
[5] https://mindlinfoundation.org/funding-opportunities/mindlin-science-communication-prize/
[5] https://jcom.sissa.it/sites/default/files/documents/JCOM_1702_2018_A06.pdf
[4] https://twitter.com/docfilmprofri/status/1050412035769622529
[4] https://www.psychologytoday.com/us/blog/understanding-grief/201810/life-s-last-rally-terminal-lucidity
[3] https://www.simonsfoundation.org/report2017/stories/science-sandbox-the-changing-face-of-science-museums/
[3] https://naaee.org/about-us/people/jo-leen-yap
[3] https://twitter.com/ReisingerAndy/status/1049626179508953088

Top URLs in Tweet in G2:
[5] https://www.pscp.tv/w/bpMzLzQ5ODkzMTl8MWRSSlpnZHliZ0F4QmOYzjR3o_ToKRQPR4_onsJsGpK_HOAJlvbaAjy6Gsh7
[4] https://www.pscp.tv/w/bo-LxzQ5ODkzMTl8MW1ueGVvcG9PUHFHWDBZkL4qIAjtpcRTbxSwjM6CqqVynMUsMxLwCVkHWTGY
[4] https://www.pscp.tv/w/bpLjaTQ5ODkzMTl8MU9kS3JwWGR6V3BKWOPxgmD9acbEl2Lt-YCj0Nrs15phfVQ_0fCw07LiqsEL
[4] https://www.pscp.tv/w/bpNTxDQ5ODkzMTl8MUJSS2pld29FT294d9WYFf2LtjXtXQhHPfN5jhWoWjqMTtCarZ9s9DfRT83n
[4] http://www.nature.com/articles/s41467-018-06469-7
[3] https://www.pscp.tv/w/bo8DeDQ5ODkzMTl8MU93eFdXWW9XT054UVmz4VEFFAmJPvWLYg1crUIBhuCYEUCtp9iCDufYpd0i
[3] https://www.pscp.tv/w/bpC4ojQ5ODkzMTl8MXZPeHdWakVhTWJKQpCTPrD4IENi78EvDjnoT3wCe_tARxIBZHVxpOn4IIVq
[3] https://www.aaas.org/how-scicomm-and-staycalm
[3] https://twitter.com/meta_michelle/status/1051285237152579584
[3] http://www.datatree.org.uk

Top URLs in Tweet in G3:
[3] https://divingwithsharks.wordpress.com/2018/07/24/1393/
[3] https://www.forbes.com/sites/grrlscientist/2017/09/08/where-do-birds-go-in-a-hurricane/#798f87b3254a
[2] https://twitter.com/science_a_thon/status/1051624885112492032
[2] https://mirjamglessmer.com/kitchen-oceanography/
[2] https://www.youtube.com/watch?v=2pp17E4E-O8

[2] https://twitter.com/AGI_Updates/status/1050380590128746497
[2] https://thepoetryofscience.scienceblog.com/685/a-mentally-healthy-diet/
[2] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/
[1] https://twitter.com/mcmsharksxx/status/1051854216992567297
[1] http://www.fromthelabbench.com/from-the-lab-bench-science-blog/2016/6/21/a-short-history-of-science-communication-an-infographic

Top URLs in Tweet in G4:
[5] https://www.youtube.com/watch?v=N0vO5zc73qk

[3] https://phys.org/news/2018-10-sexism-role-serena-williams-loss.html?utm_source=menu&utm_medium=link&utm_campaign=item-menu
[1] https://twitter.com/xtalgrrl/status/1050409181440659457
[1] https://twitter.com/clairlemon/status/1050532555848441856
[1] https://twitter.com/AGMacDougall/status/1050500936010006528
[1] https://phys.org/news/2018-10-nanosatellite-energy-solution-reliability-efficiency.html
[1] https://twitter.com/SolveigHolmes/status/1050732642130386945
[1] https://phys.org/news/2018-10-molecular-cellular-biologist-eppendorf-science.html
[1] https://twitter.com/SolveigHolmes/status/1050735234923356160
[1] https://twitter.com/i/moments/1050442248473710592

Top URLs in Tweet in G5:
[3] https://sharktales.blog/
[2] https://www.rsb.org.uk/outreachsymposium
[1] https://my.rsb.org.uk/item.php?eventid=2313
[1] https://sharktales.blog/2018/10/15/species-new-to-science/
[1] https://twitter.com/mike_jd_daniels/status/1050488802089816065
[1] https://twitter.com/RoyalSocBio/status/1045697015936700416
[1] https://www.consmark.org/register.html
[1] https://www.consmark.org/program1.html
[1] https://www.picatic.com/CommunicateScience
[1] https://theopennotebook.com/2015/05/26/twitter-as-a-reporting-tool/

Top URLs in Tweet in G6:
[2] https://www.nature.com/articles/d41586-018-06960-7
[2] https://www.youtube.com/watch?v=kj9600R_C8w

[2] https://www.youtube.com/watch?utm_sq=fniw6161hp&v=8DTxyr22BW4
[2] http://chattyscientist.com/blog/what-girls-and-young-women-are-saying-and-what-stem-communicators-can-learn-from-it?utm_sq=fohdthxpno
[2] http://chattyscientist.com/blog/nailing-the-narrative-seven-tips-for-story-telling-in-science?utm_sq=fojp20f466
[2] http://www.chattyscientist.com/?utm_sq=fpih7lqiwt
[2] https://vancouversun.com/opinion/op-ed/dr-fabio-rossi-and-dr-judy-illes-a-consensus-is-building-on-how-to-move-forward-on-stem-cells
[2] http://www.scienceseeker.org/2018/10/how-pseudoscientific-are-products-from.html
[1] https://twitter.com/ranyshaware/status/1050133855028559873
[1] https://info.addgene.org/sign-up-to-receive-addgenes-science-career-guide?utm_campaign=Science%20Career%20Guide&utm_content=77487672&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G7:
[8] https://reyhanehmaktoufi.wordpress.com/2018/10/14/when-i-was-a-bird/
[4] https://www.eruditoediting.com/why-you-need-an-academic-editor/
[2] http://2018conf.asc.asn.au/workshops/
[2] https://twitter.com/jbphduq/status/1050147966890037248
[2] https://twitter.com/jameshutson/status/1048042059016232960
[2] https://undark.org/article/dilemma-climate-scientist-advocate/
[1] https://instagram.com/eyedaisyshu
[1] https://twitter.com/eyedaisyshu/status/1050494561275924481
[1] https://twitter.com/algenuity/status/1050676273469517824
[1] https://twitter.com/drewberryIV/status/1048722252299042816

Top URLs in Tweet in G8:
[5] http://forgetoday.com/player/
[2] https://twitter.com/FallingAppleFM/status/1050406222543900673
[1] https://onlinelibrary.wiley.com/doi/abs/10.1002/j.1460-2075.1992.tb05481.x?platform=hootsuite
[1] http://ivri.berkeley.edu/wp-content/uploads/2017/03/Leach_et_al_Science.pdf?platform=hootsuite
[1] https://physicsworld.com/a/frances-h-arnold-george-p-smith-and-gregory-p-winter-win-the-nobel-prize-for-chemistry/?platform=hootsuite
[1] http://www.nber.org/people/william_nordhaus?platform=hootsuite
[1] http://www.nber.org/people/paul_romer?platform=hootsuite
[1] https://www.societe-informatique-de-france.fr/journee-modeles-publication-evaluation/
[1] https://twitter.com/waterrockers/status/1050784946514624512
[1] https://herstemstory.us17.list-manage.com/subscribe?u=251c7ea27c28c884f5e63e015&id=6c3192a5e3

Top URLs in Tweet in G9:
[1] https://www.newyorker.com/magazine/2018/10/15/how-to-write-about-a-vanishing-world
[1] https://www.newyorker.com/magazine/2018/10/15/how-to-write-about-a-vanishing-world?platform=hootsuite

Top URLs in Tweet in G10:
[6] https://twitter.com/franzanth/status/1050012548307726338
[5] https://twitter.com/GoodnEvol/status/1051809166334054401
[2] https://youtu.be/1skxmP8OG2k
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fgroups%2F182446469021478%2F
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3282423/
[1] https://www.universetoday.com/140197/what-neil-armstrongs-sons-really-think-about-the-movie-first-man/
[1] https://twitter.com/SocraticaKids/status/1051307629975195649
[1] https://twitter.com/katmidds/status/1050464154157502464
[1] https://docs.google.com/spreadsheets/d/17D-A-y2Qnz-dufsSq-T0wsTMWvjgq8Db-ibcbeOwgfY/edit?usp=sharing
[1] http://www.shakespeareanmonkey.co.uk/science/the-rosetta-mission

Top Domains
Top Domains in Tweet in Entire Graph:
[411] twitter.com
[106] youtube.com
[55] google.com
[50] pscp.tv
[35] co.uk
[32] inpst.net
[27] psychologytoday.com
[27] wordpress.com
[26] agu.org
[26] nature.com

Top Domains in Tweet in G1:
[55] twitter.com
[24] agu.org
[10] youtube.com
[7] storycollider.org
[6] google.com
[6] thesciencebreaker.org
[5] mindlinfoundation.org
[5] pscp.tv
[5] sissa.it
[4] psychologytoday.com

Top Domains in Tweet in G2:
[45] pscp.tv
[40] twitter.com
[16] youtube.com
[4] nature.com
[4] facebook.com
[3] aaas.org
[3] org.uk
[3] oceanbites.org
[3] itvscience.com
[3] athensscienceobserver.com

Top Domains in Tweet in G3:
[19] twitter.com
[6] instagram.com
[5] wordpress.com
[4] forbes.com
[3] youtube.com
[3] scienceforprogress.eu
[2] mirjamglessmer.com
[2] scienceblog.com
[2] ecsite.eu
[1] fromthelabbench.com

Top Domains in Tweet in G4:
[36] twitter.com
[9] youtube.com
[6] phys.org
[1] wixsite.com
[1] whoi.edu
[1] robinmclachlan.com
[1] interviewswithinvertebrates.com

Top Domains in Tweet in G5:
[5] org.uk
[4] sharktales.blog
[4] twitter.com
[2] consmark.org
[2] theopennotebook.com
[1] picatic.com

Top Domains in Tweet in G6:
[39] twitter.com
[7] chattyscientist.com
[6] youtube.com
[3] nature.com
[2] wordpress.com
[2] midnightscienceclub.com
[2] vancouversun.com
[2] scienceseeker.org
[1] addgene.org
[1] cdnsciencepub.com

Top Domains in Tweet in G7:
[11] twitter.com
[8] wordpress.com
[5] undark.org
[4] eruditoediting.com
[2] asn.au
[2] ptglab.com
[1] instagram.com
[1] tinyletter.com
[1] bookpleasures.com
[1] slideboom.com

Top Domains in Tweet in G8:
[5] forgetoday.com
[4] twitter.com
[2] nber.org
[2] scasource.net
[1] wiley.com
[1] berkeley.edu
[1] physicsworld.com
[1] societe-informatique-de-france.fr
[1] list-manage.com
[1] facebook.com

Top Domains in Tweet in G9:
[2] newyorker.com

Top Domains in Tweet in G10:
[18] twitter.com
[11] co.uk
[3] facebook.com
[2] youtu.be
[1] nih.gov
[1] universetoday.com
[1] google.com
[1] iop.org
[1] typeform.com
[1] tandfonline.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2953] scicomm
[339] science
[117] stem
[113] snrtg
[107] sacnas2018
[104] sciart
[87] phdchat
[87] dayofscience
[86] sciwri18
[74] bloggerstribe



Top Hashtags in Tweet in G1:
[442] scicomm
[94] sacnas2018
[30] scipol
[29] science
[27] storytelling
[26] sciwri18
[15] voicesforscience
[13] dayofscience
[12] climatechange
[10] toronto

Top Hashtags in Tweet in G2:
[318] scicomm
[52] science
[50] nature
[20] stem
[14] recherche
[10] phdchat
[10] education
[9] vaccine
[9] flu
[8] research

Top Hashtags in Tweet in G3:
[235] scicomm
[59] dayofscience
[43] scienceathon
[17] science
[15] stemed
[12] eswn
[12] sciencememes
[10] scied
[10] biologymemes
[9] tasteofsci

Top Hashtags in Tweet in G4:
[94] scicomm
[52] cdnpoli
[31] science
[17] psychology
[17] stem
[15] math
[14] greendesign
[12] climate
[10] tcot
[10] ableg

Top Hashtags in Tweet in G5:
[53] iamabiologist
[49] scicomm
[14] rays
[14] skates
[7] birdglamour
[7] guessthecrest
[6] biologyweek
[6] consmark2018
[5] molecularbiologist
[5] edna

Top Hashtags in Tweet in G6:
[132] scicomm
[26] science
[19] stem
[8] adcep
[8] devcom
[7] developmentcommunication
[7] chattyscientist
[6] sciencecommunication
[5] environmentalcommunication
[5] training

Top Hashtags in Tweet in G7:
[104] scicomm
[48] phdchat
[19] phdlife
[14] science
[12] research
[11] pokemongo
[11] postdoclife
[8] mentalhealth
[8] mindfulness
[7] help

Top Hashtags in Tweet in G8:
[37] scicomm
[7] hubweek2018
[7] sciencerising
[6] womeninstem
[5] sheffield
[5] canadian
[5] wethefuture
[4] ataxia
[3] scicommsunday
[3] nobelprize

Top Hashtags in Tweet in G9:
[9] scicomm
[2] climatechange
[2] dayofscience

Top Hashtags in Tweet in G10:
[49] scicomm
[13] science
[11] insecurehbo
[8] stem
[5] biomechanics5099
[4] kids
[4] scicommers
[3] scicommjob
[2] biology
[2] moon

Top Words
Top Words in Tweet in Entire Graph:
[4580] Words in Sentiment List#1: Positive
[1577] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[117497] Non-categorized Words
[123655] Total Words
[3073] scicomm
[1149] science
[472] s
[425] out
[347] new

Top Words in Tweet in G1:
[455] scicomm
[151] science
[94] sacnas2018
[63] scientists
[58] hey
[55] know
[53] maddie_sofia
[52] outreach
[49] new
[49] join

Top Words in Tweet in G2:
[322] scicomm
[131] science
[51] nature
[51] out
[41] more
[41] up
[39] s
[36] chameleon
[36] great
[34] here

Top Words in Tweet in G3:
[274] scicomm
[69] science
[59] dayofscience
[55] today
[54] science_a_thon
[43] scienceathon
[38] time
[32] iamscicomm
[32] heysciencesam
[28] vanderbiltcso

Top Words in Tweet in G4:
[94] scicomm
[52] cdnpoli
[45] science
[25] deepgreendesign
[17] psychology
[17] stem
[15] climate
[15] math
[15] midlothscifest
[14] greendesign

Top Words in Tweet in G5:
[53] iamabiologist
[49] scicomm
[30] royalsocbio
[29] outreach
[26] work
[21] engagement
[20] research
[19] working
[17] rays
[16] core

Top Words in Tweet in G6:
[138] scicomm
[52] science
[21] stem
[18] research
[15] day
[13] out
[12] here
[12] thechattysci
[10] more
[10] learn

Top Words in Tweet in G7:
[105] scicomm
[48] phdchat
[35] science
[21] research
[19] phdlife
[19] out
[16] still
[14] great
[13] world
[13] check

Top Words in Tweet in G8:
[49] science
[45] martijnpeters_
[43] scicomm
[37] time
[32] communication
[31] never
[31] waste
[31] self
[31] promotion
[31] little

Top Words in Tweet in G9:
[84] climate
[83] brianstelter
[83] interview
[83] doctorvive
[83] cnn
[83] today
[83] spot
[83] crisis
[83] still
[83] treated

Top Words in Tweet in G10:
[57] scicomm
[31] science
[16] time
[15] out
[14] great
[14] know
[14] largest
[13] join
[13] job
[13] spreadsheet

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[202] check,out
[133] science,communication
[85] brianstelter,interview
[85] interview,doctorvive
[85] doctorvive,cnn
[85] cnn,today
[85] today,spot
[85] spot,climate
[85] climate,crisis
[85] crisis,still

Top Word Pairs in Tweet in G1:
[49] hey,sacnas2018
[42] scicomm,outreach
[38] group,join
[37] sacnas2018,know
[37] know,npr
[37] npr,runs
[37] runs,scicomm
[37] outreach,group
[37] join,1000
[37] 1000,scientists

Top Word Pairs in Tweet in G2:
[50] nature,scicomm
[29] check,out
[25] pour,les
[23] panther,chameleon
[19] aminart's,broadcast
[17] chameleon,eggs
[17] eggs,hatching
[17] watch,aminart's
[17] série,réalisée
[17] réalisée,pour

Top Word Pairs in Tweet in G3:
[19] electronpull,paigekulling
[19] paigekulling,erinavionhaase
[19] erinavionhaase,dr_tperez
[19] dr_tperez,science_a_thon
[18] btw,last
[18] last,time
[18] time,posted
[18] posted,bs
[18] bs,women
[18] women,scicomm

Top Word Pairs in Tweet in G4:
[9] scicomm,science
[8] scicomm,cdnpoli
[7] scicomm,psychology
[7] sciart,scicomm
[7] never,ending
[7] ending,stream
[7] stream,folk
[7] folk,newbattle
[7] newbattle,abbey
[7] abbey,college

Top Word Pairs in Tweet in G5:
[21] outreach,engagement
[16] iamabiologist,working
[14] engagement,symposium
[14] cryptic,speciation
[14] speciation,rays
[13] biosciences,outreach
[13] working,research
[13] research,technician
[13] technician,edinburghcrf
[13] edinburghcrf,genetics

Top Word Pairs in Tweet in G6:
[7] scicomm,science
[7] stem,science
[6] science,scicomm
[5] science,communication
[5] scicomm,stem
[5] adcep,environmentalcommunication
[5] environmentalcommunication,developmentcommunication
[5] developmentcommunication,devcom
[4] devcom,socialchange
[4] socialchange,sciencecommunication

Top Word Pairs in Tweet in G7:
[22] scicomm,phdchat
[18] phdchat,phdlife
[13] check,out
[11] even,pokemongoapp
[11] pokemongoapp,world
[11] world,professors
[11] professors,still
[11] still,need
[11] need,publish
[11] publish,pokemongo

Top Word Pairs in Tweet in G8:
[31] science,communication
[31] communication,never
[31] never,waste
[31] waste,time
[31] time,self
[31] self,promotion
[31] promotion,little
[31] little,'just
[31] 'just,talent'
[30] martijnpeters_,science

Top Word Pairs in Tweet in G9:
[83] brianstelter,interview
[83] interview,doctorvive
[83] doctorvive,cnn
[83] cnn,today
[83] today,spot
[83] spot,climate
[83] climate,crisis
[83] crisis,still
[83] still,treated
[82] bobpickard,brianstelter

Top Word Pairs in Tweet in G10:
[11] happening,tonight
[11] tonight,still
[11] still,time
[11] time,rsvp
[11] rsvp,join
[11] join,blkingradschool
[11] blkingradschool,largest
[11] largest,digital
[11] digital,kickback
[11] kickback,insecurehbo

Top Replied-To
Top Replied-To in Entire Graph:
@vanderbiltcso
@iamscicomm
@nsilbiger
@martijnpeters_
@sterretje8
@rtmlepage
@romboughsunni
@science_a_thon
@jorismeys
@meetascientist

Top Replied-To in G1:
@b_trench
@framesjaser
@caitvw
@maddie_sofia
@drsarahbray
@moefeliu
@storydistrict
@mccormacksa
@orangang
@adrianabankston

Top Replied-To in G2:
@jorismeys
@meetascientist
@andlingercenter
@theresphysics
@keithcollantine
@johnmoralesnbc6
@ehponline
@adamcschembri
@almadotcare
@drsherrypagoto

Top Replied-To in G3:
@vanderbiltcso
@nsilbiger
@mattwilkinsbio
@science_a_thon
@iamscicomm
@sfprocur
@stem540
@highlyanne
@robinlloyd99

Top Replied-To in G4:
@romboughsunni
@drbobbullard
@doncheadle
@solveigholmes
@sexygirl798
@mannyotiko
@ralfcis
@born_blazed
@justintrudeau
@deepgreendesign

Top Replied-To in G5:
@royalsocbio
@entomomogist
@laura_doubleday

Top Replied-To in G7:
@rhutto3
@eyedaisyshu

Top Replied-To in G8:
@sterretje8
@martijnpeters_

Top Replied-To in G9:
@drshaena

Top Replied-To in G10:
@scicomm_tay
@astronautabby
@alamedafree
@drewberryiv
@realscientists
@tomfrankly
@ejparkin1
@mtimesj

Top Mentioned
Top Mentioned in Entire Graph:
@g4mma
@johninnescentre
@brianstelter
@doctorvive
@cnn
@bobpickard
@drummerboy2112
@redpenblackpen
@primary_immune
@science_a_thon

Top Mentioned in G1:
@maddie_sofia
@npr
@moefeliu
@agu_scicomm
@sacnas
@storycollider
@g4mma
@jedidahislerphd
@dnlee5
@drsrbayer

Top Mentioned in G2:
@aminart
@savantures
@bigbangscicom
@g4mma
@amoebasisters
@vetenskapoallm
@_scicomm
@periscopetv
@julielesnik
@igciencia

Top Mentioned in G3:
@science_a_thon
@heysciencesam
@iamscicomm
@biotweeps
@vanderbiltcso
@seekingsci
@electronpull
@paigekulling
@erinavionhaase
@dr_tperez

Top Mentioned in G4:
@deepgreendesign
@midlothscifest
@cdt_optima
@stephenharper
@mikehudema
@vancew
@realdonaldtrump
@serenawilliams
@bioengteuchter
@pcasbri

Top Mentioned in G5:
@royalsocbio
@edinburghcrf
@exetermarine
@theraylady
@sciencesaz
@sheffieldaps
@alexevans91
@unibirmingham
@parkerpannell
@lisavipes

Top Mentioned in G6:
@thechattysci
@goesbyjuniper
@macaronighteu
@caparisek

Top Mentioned in G7:
@undarkmag
@pokemongoapp
@j_ting1
@embl
@thecosmicrey
@iriskruijen
@donlyman2
@rhutto3
@sci
@arvoinfo

Top Mentioned in G8:
@martijnpeters_
@forgeradio
@hubweek
@scasource
@fallingapplefm
@ori1189
@her_volution
@parshatipatel
@nobelprize
@sh

Top Mentioned in G9:
@brianstelter
@doctorvive
@cnn
@bobpickard
@phoebefossil
@elizkolbert
@newyorker

Top Mentioned in G10:
@franzanth
@blkingradschool
@wokestem
@jena_meinecke
@scijem
@ioplse
@thermoflynamics
@ri_science
@nasa
@kanelabgsu

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@jurylady5
@sectest9
@revolution_fr
@gwrhelp
@ronniehowlett3
@chuddles11
@edinburghwatch
@ericdemarylebon
@alizardx

Top Tweeters in G1:
@wildwalkerwoman
@wwf
@chidambara09
@thepowerofmeow
@designthinkbot
@npr
@drrubidium
@dnlee5
@edyong209
@needhibhalla

Top Tweeters in G2:
@thehill
@houseoftwitscon
@henson40
@washingtonpost
@cnbc
@chemjobber
@rei
@paleophile
@stellanelastnza
@mprnews

Top Tweeters in G3:
@forbes
@docfreeride
@rocza
@dom_conlon
@ibjiyongi
@dazilmz
@avildsen
@thefebrilemuse
@phylogenomics
@flipgrid

Top Tweeters in G4:
@jurylady5
@chuddles11
@ironyiet
@ajdobbs2112
@sexygirl798
@stephencgill
@deepgreendesign
@emgfind
@suepeac
@carm2158

Top Tweeters in G5:
@edinburghwatch
@visualpersist
@crawlieswithcri
@jasonwardny
@craken_maccraic
@rodmccullom
@lisavipes
@eswillwalker
@ourcowmolly
@unibirmingham

Top Tweeters in G6:
@nxtstop1
@pxwhittle
@balcaen
@moietymouse
@huwmjames
@grayfeist
@addgene
@stevedudley_
@jkfordays
@edbrydon

Top Tweeters in G7:
@livehealingly
@waltika
@nytimes
@bar_zie
@academicchatter
@jameshutson
@asihcopeia
@fca_hq
@cypher_text
@arndt_eric

Top Tweeters in G8:
@vievararosel
@tom_pelczar
@aneesaphd
@sheffielduni
@npglondon
@sh
@sheffieldsu
@forgeradio
@shefunistudents
@her_volution

Top Tweeters in G9:
@revolution_fr
@burberryant
@kingscuprun27
@ilovaussiesheps
@lizditz
@vi44
@fj_newman
@thomasb00001
@cnn
@evcoc54

Top Tweeters in G10:
@gwrhelp
@realscientists
@girlyratfish
@marxculture
@wikisteff
@retheauditors
@tetzoo
@immabastida
@astronautabby
@am_anatiala