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scicomm_2019-04-23_05-10-41.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 23, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2Vo86XZ
@scicommbot
@_open_science_
@rachel_a_barry
@astropartigirl
@couchmicroscopy
@agu_scicomm
@manusaunders
@_oldmandownther
@nakedcapsid
@theagu

Top hashtags:
#scicomm
#science
#sciart
#microscopy
#phdchat
#earthday

Description:
Description
The graph represents a network of 4,619 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, 23 April 2019 at 12:12 UTC.

The requested start date was Tuesday, 23 April 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 3-day, 22-hour, 33-minute period from Thursday, 18 April 2019 at 16:04 UTC to Monday, 22 April 2019 at 14:38 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 : 4619
Unique Edges : 6763
Edges With Duplicates : 1642
Total Edges : 8405
Number of Edge Types : 3
Mentions : 7442
Replies to : 182
Tweet : 781
Self-Loops : 781
Reciprocated Vertex Pair Ratio : 0.0354169819887998
Reciprocated Edge Ratio : 0.0684110510159333
Connected Components : 360
Single-Vertex Connected Components : 107
Maximum Vertices in a Connected Component : 3593
Maximum Edges in a Connected Component : 7268
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.208239
Graph Density : 0.000320713838401293
Modularity : 0.696309
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[35] https://twitter.com/joesbigidea/lists/npr-scicommers/members
[31] https://twitter.com/rachel_a_barry/status/1119270201806159873
[19] https://luckabibic.journoportfolio.com/
[16] https://www.elcomercio.com/tendencias/escaparate-saberes-ancestrales-divulgacion-cientifica.html
[15] https://sciworthy.com/say-hello-to-scotty-the-oldest-and-biggest-t-rex-ever-found/?utm_content=bufferd725a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[14] https://paperboys.pinecast.co/episode/fbbc590e70a249c4/do-mosquitoes-hate-skrillex-?utm_content=buffer115c9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://medium.com/alexandria-science/quantum-measurements-may-be-helped-by-coincidence-8ccbdeafd67e?source=rss-b18e49a50ceb------2&utm_content=bufferb02dd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://twitter.com/hood_naturalist/status/1119014502782181376
[11] http://blogs.discovermagazine.com/crux/2019/04/18/autism-spectrum-causes-genes-brain/#.XLt7SIkzaUk
[11] https://blog.usejournal.com/a-hidden-surprise-meteorite-hides-a-fragment-of-an-ancient-comet-5512e1c75df4?source=rss-b18e49a50ceb------2&utm_content=buffer4a885&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[5] https://twitter.com/WorldAndScience/status/1119039189939642368
[5] http://sciteum.com/iypt
[5] https://twitter.com/hood_naturalist/status/1119014502782181376
[5] https://pewcharitabletrusts.webex.com/mw3300/mywebex/default.do?siteurl=pewcharitabletrusts&service=6
[4] https://goo.gl/alerts/cjk4M
[3] https://www.youtube.com/watch?list=PLP8xm_GsiWYqOdmUuCw3h1nEHoKH7EsTB&v=GmhD-RWNL6c
[3] https://twitter.com/StefanPWinc/status/1119668327138385922
[3] http://sciteum.com/2019/04/indias-space-voyage-begins-here
[3] https://twitter.com/justsaysinmice/status/1119958216820035584
[3] https://edition.cnn.com/2019/04/16/health/ocean-plastic-study-scn/index.html

Top URLs in Tweet in G2:
[30] https://twitter.com/rachel_a_barry/status/1119270201806159873
[25] https://twitter.com/joesbigidea/lists/npr-scicommers/members
[6] https://www.etsy.com/listing/700316195/crocheted-cortical-neurons-crochet
[6] https://twitter.com/sartorialgeek/status/1119633230792208388
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193115
[5] https://lastdna.com/epigenetics-inheritance-matters-more-than-dna/
[4] https://twitter.com/gilbertjacka/status/1119339844247810048
[4] https://lastdna.com/genome-project-write/
[3] https://www.sciencemag.org/news/2019/04/meet-scientist-painter-who-turns-deadly-viruses-beautiful-works-art
[3] https://my.corehr.com/pls/kingrecruit/erq_jobspec_version_4.display_form?p_company=1&p_internal_external=E&p_display_in_irish=N&p_process_type=&p_applicant_no=&p_form_profile_detail=&p_display_apply_ind=Y&p_refresh_search=Y&p_recruitment_id=012793

Top URLs in Tweet in G3:
[10] https://thirdpodfromthesun.com/2019/04/15/when-the-sahara-was-green/
[5] https://sharingscience.agu.org/the-story-collider/agu18/
[3] http://ow.ly/SMbb50qjjcU
[3] https://blogs.scientificamerican.com/observations/want-to-be-a-better-scientist-take-an-improv-class/
[3] https://twitter.com/mperryscs/status/1118818886336512001
[3] https://twitter.com/JamieWClarke/status/1119230664879017984
[2] https://asu.co1.qualtrics.com/jfe/form/SV_86LAivF5nmhHOw5
[2] https://jobs.agu.org/eos-news-writing-and-production-fellow/job/10914573
[2] https://blogs.agu.org/sciencecommunication/2019/04/16/stare-into-the-lens-until-you-feel-comfortable/
[2] https://onlinelibrary.wiley.com/doi/full/10.1111/cura.12298

Top URLs in Tweet in G4:
[10] https://twitter.com/tedtalks/status/1119367596330168320
[5] https://twitter.com/hood_naturalist/status/1119014502782181376
[3] https://www.forbes.com/sites/intelai/2019/04/11/ai-in-agriculture-a-powerful-force-for-good/#2a49a12321ab
[3] https://www.linkedin.com/pulse/practicing-empathy-what-we-can-learn-from-arts-cami-ryan-phd/
[3] https://scienceandsociety.duke.edu/engage/events/scicomm-lunch-and-learn/
[3] https://www.youtube.com/watch?v=rR_skfldKJ4&feature=youtu.be

[2] https://twitter.com/joesbigidea/lists/npr-scicommers/members
[2] https://twitter.com/tyskalabactual/status/1119301241480200192
[2] https://twitter.com/jedidahislerphd/status/1119394227752820736
[1] https://twitter.com/Lambo/status/1112654696718716928

Top URLs in Tweet in G5:
[1] https://careers-barrios.icims.com/jobs/1483/science-communications-specialist/job?mobile=true&width=414&height=650&bga=true&needsRedirect=false&jan1offset=-360&jun1offset=-300
[1] https://www.youtube.com/watch?v=2bhJzctZ2ZQ&feature=youtu.be


Top URLs in Tweet in G6:
[1] https://www.scicommboard.org/
[1] https://www.redbubble.com/people/aldermoth/works/38497810-sorting-duty
[1] https://lfpress.com/news/local-news/which-fish-is-this-london-students-sushi-project-asks
[1] https://twitter.com/AwesomeBioTA/status/1118977181273608192
[1] https://dcswa.org/social-media-for-scicom/

Top URLs in Tweet in G7:
[1] https://twitter.com/tedtalks/status/1119367596330168320

Top URLs in Tweet in G8:
[2] https://lascienceenpassant.com/index.php/2019/04/19/la-culture-scientifique-pour-quoi/
[1] https://cientistasfeministas.wordpress.com/2019/04/18/usando-o-cerebro-para-entender-o-proprio-cerebro-um-novo-tipo-de-modelo-teorico-para-descrever-nossa-atividade-cerebral/
[1] https://www.facebook.com/EinsteinCollegeofMedicine/posts/10155862712437811?__xts__[0]=68.ARCr1nSdN4U8gC7A3FaCtlHnaycoOSh5kHJlYaWI9znc394KN1F92FzZ9BVexogwe_pIQeRTeOh9ZBSHNSxWPAL7THfFs3ZxBgwKbC1ZkOntTUqlsLhPOEofNQvY_xiSg7X4MwJtgt17-EexHeNbmqBm4R-XppdtICCecYHYuxdPqZll-QN-g0q3EbshpyqEpT1IekRuTPlhJhYs3rk98ZwyuSYyz38s5bS3OgdQgCD2hVhgZuUlAWId3DCav6dLBqsv9DGDNp0ZfXfHg1BaIgcZpR7R-j_LagEA4Tw1rUhpKvh1TKc1LwX-RcTa9fI1QRrbeTUlAc6_CkanKMLg&__tn__=-R
[1] https://twitter.com/SergeAhmed/status/1118888478694154240
[1] https://twitter.com/ugawarnell/status/1118895000220327936
[1] https://www.pscp.tv/w/b4imFDgyODAyfDFNWUdOZFdMQnBYeHfMWuULp0Zlw_O9i5LXVhK-UPr4O1EMyP-7kGu53y7jIA==
[1] https://news.ucar.edu/132665/teaching-old-codes-new-tricks
[1] https://twitter.com/Siobhan_kM/status/1117775564419600386
[1] https://twitter.com/wgcengage/status/1118918581981519874
[1] https://www.novartis.com/stories/from-our-labs/improving-science-communication-3-easy-steps

Top URLs in Tweet in G9:
[3] https://twitter.com/joesbigidea/lists/npr-scicommers/members
[3] https://www.wonkmagazine.co.uk/magazine
[1] https://twitter.com/nakedcapsid/status/1119017581745041409
[1] https://twitter.com/compoundchem/status/1119682038272004096
[1] https://kenyapips2019.home.blog/2019/04/22/animation-grilled-meat-mad-max/
[1] https://twitter.com/orad/status/1119612383490605057
[1] https://www.sciencedirect.com/science/article/pii/S0966842X19300721
[1] https://www.nationalobserver.com/2019/02/12/features/noam-chomsky-couple-generations-organized-human-society-may-not-survive-has-be
[1] https://link.medium.com/34VJsWDjBU
[1] https://twitter.com/hood_naturalist/status/1119014502782181376

Top URLs in Tweet in G10:
[2] https://www.youtube.com/watch?v=g0OwMIlrVwA&list=PL_qTKPgjtfbaLkykwCZ43IyacP8-iwtcz&index=3&t=0s

[2] http://www.scienceseeker.org/2019/04/what-does-black-hole-look-like-why-is.html
[1] https://www.youtube.com/watch?v=gRX-s0p4HpM&feature=youtu.be

[1] https://www.youtube.com/watch?v=7VM9YxmULuo&feature=youtu.be

[1] https://blogs.scientificamerican.com/artful-amoeba/kangaroo-rats-channel-jackie-chan-to-evade-rattlesnakes-video/
[1] https://www.sciencedirect.com/science/article/pii/S0272494418305772
[1] https://www.youtube.com/watch?v=Yg9HgJO3-qU&t=20s

[1] https://twitter.com/Open_Notebook/status/1118922890739683328
[1] http://theconversation.com/how-fake-news-gets-into-our-minds-and-what-you-can-do-to-resist-it-114921?utm_source=twitter&utm_medium=twitterbutton

Top Domains
Top Domains in Tweet in Entire Graph:
[465] twitter.com
[83] youtube.com
[27] medium.com
[25] wordpress.com
[25] wiley.com
[19] instagram.com
[19] journoportfolio.com
[18] okt.to
[17] co.uk
[16] elcomercio.com

Top Domains in Tweet in G1:
[98] twitter.com
[20] youtube.com
[10] wordpress.com
[9] sciteum.com
[6] com.au
[5] theguardian.com
[5] gaia-s.org
[5] webex.com
[4] goo.gl
[4] co.uk

Top Domains in Tweet in G2:
[117] twitter.com
[11] youtube.com
[11] springer.com
[9] lastdna.com
[8] arxiv.org
[6] etsy.com
[5] nodexlgraphgallery.org
[4] sciencemag.org
[4] sciteum.com
[3] corehr.com

Top Domains in Tweet in G3:
[16] twitter.com
[16] wiley.com
[12] agu.org
[10] thirdpodfromthesun.com
[4] thefisheriesblog.com
[3] eos.org
[3] ow.ly
[3] scientificamerican.com
[2] qualtrics.com
[2] azpbs.org

Top Domains in Tweet in G4:
[31] twitter.com
[5] youtube.com
[4] ted.com
[3] forbes.com
[3] linkedin.com
[3] duke.edu
[2] sigmaxi.org
[1] infogram.com
[1] duke.is
[1] ibiology.org

Top Domains in Tweet in G5:
[1] icims.com
[1] youtube.com

Top Domains in Tweet in G6:
[1] scicommboard.org
[1] redbubble.com
[1] lfpress.com
[1] twitter.com
[1] dcswa.org

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[34] twitter.com
[3] instagram.com
[2] facebook.com
[2] sciencemag.org
[2] chromres.com
[2] lascienceenpassant.com
[2] theatlantic.com
[1] wordpress.com
[1] pscp.tv
[1] ucar.edu

Top Domains in Tweet in G9:
[8] twitter.com
[4] sarahs-world.blog
[3] co.uk
[1] home.blog
[1] sciencedirect.com
[1] nationalobserver.com
[1] medium.com

Top Domains in Tweet in G10:
[5] youtube.com
[2] scienceseeker.org
[1] scientificamerican.com
[1] sciencedirect.com
[1] twitter.com
[1] theconversation.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2694] scicomm
[294] science
[174] sciart
[104] microscopy
[91] phdchat
[87] earthday
[87] sciencetwitter
[79] climatechange
[74] podcast
[72] womeninstem



Top Hashtags in Tweet in G1:
[450] scicomm
[31] sciencetwitter
[31] science
[30] phdchat
[19] sciart
[18] climatechange
[18] academictwitter
[15] frogs
[15] phdlife
[15] earthday

Top Hashtags in Tweet in G2:
[407] scicomm
[66] science
[35] sciart
[34] phdchat
[20] openaccess
[17] openscience
[17] anatomy
[16] womeninstem
[12] acchat
[11] academictwitter

Top Hashtags in Tweet in G3:
[130] scicomm
[26] climatechange
[16] agu100
[12] podcast
[12] microplastics
[9] agu18
[9] storytelling
[9] toronto
[8] scisharsci
[8] scisummary

Top Hashtags in Tweet in G4:
[141] scicomm
[17] blackandstem
[7] science
[7] sciart
[7] stem
[6] coolgigalert
[6] neuroscience
[6] sciencewriting
[6] acwri
[5] guessthecrest

Top Hashtags in Tweet in G5:
[11] scicomm
[4] science
[3] garden
[2] nature
[2] microbiology
[2] stem
[1] steam
[1] win
[1] sciencewriter
[1] chemtwitter

Top Hashtags in Tweet in G6:
[91] microscopy
[16] scicomm
[2] entomology
[2] phdlife
[2] sciencetwitter
[2] sciart
[2] osteoarthritis
[1] art
[1] lymedisease
[1] ticks

Top Hashtags in Tweet in G7:
[9] biinsci
[6] scicomm
[1] jhu3mt
[1] bi

Top Hashtags in Tweet in G8:
[104] scicomm
[11] science
[6] phdchat
[5] sciart
[5] research
[3] stemeducation
[3] academia
[3] artsci
[2] news
[2] phdlife

Top Hashtags in Tweet in G9:
[82] scicomm
[9] science
[4] 365daysofscience
[4] happyeaster
[4] blog
[4] kenya
[4] internship
[4] superbloom
[3] pips
[3] africa

Top Hashtags in Tweet in G10:
[22] scicomm
[8] sciart
[5] science
[5] sciseekpicks
[4] stem
[4] sciencetwitter
[3] wecreateedu
[2] earthday
[2] gatewaybeliefmodel
[2] climatechange

Top Words
Top Words in Tweet in Entire Graph:
[4092] Words in Sentiment List#1: Positive
[1414] Words in Sentiment List#2: Negative
[35] Words in Sentiment List#3: Angry/Violent
[116948] Non-categorized Words
[122454] Total Words
[2693] #scicomm
[727] science
[376] time
[362] new
[361] more

Top Words in Tweet in G1:
[450] #scicomm
[105] science
[76] out
[58] great
[51] more
[51] s
[51] one
[45] research
[45] day
[40] amazing

Top Words in Tweet in G2:
[407] #scicomm
[111] new
[80] science
[66] #science
[64] one
[60] nasa
[53] now
[50] s
[47] great
[44] out

Top Words in Tweet in G3:
[130] #scicomm
[49] science
[48] theagu
[28] new
[27] one
[27] storycollider
[26] agu_scicomm
[26] #climatechange
[26] episode
[24] writing

Top Words in Tweet in G4:
[141] #scicomm
[49] dnlee5
[25] s
[23] things
[22] science
[22] dukesci_soc
[21] learn
[21] hood_naturalist
[20] many
[20] hip

Top Words in Tweet in G5:
[113] rachel_a_barry
[113] science
[113] center
[112] space
[111] hiring
[111] communications
[111] specialist
[111] team
[111] works
[111] nasa's

Top Words in Tweet in G6:
[92] see
[91] time
[91] lapse
[91] 7x
[91] speed
[91] longhorned
[91] tick
[91] nymph
[91] 40x
[91] magnification

Top Words in Tweet in G7:
[86] astropartigirl
[86] public
[86] time
[86] here
[85] never
[85] myself
[85] goes
[85] sophia
[85] nasr
[85] working

Top Words in Tweet in G8:
[104] #scicomm
[15] science
[12] more
[11] #science
[10] s
[9] out
[8] one
[8] great
[7] scientific
[7] scientists

Top Words in Tweet in G9:
[82] #scicomm
[61] 2
[54] here
[52] t
[49] share
[49] re
[48] going
[48] years
[48] ago
[48] remind

Top Words in Tweet in G10:
[22] #scicomm
[14] youtube
[10] april
[8] #sciart
[7] channel
[7] amoebasisters
[6] video
[6] watch
[6] fake
[6] news

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[129] check,out
[129] science,communications
[124] hiring,science
[124] communications,specialist
[124] specialist,team
[124] team,works
[124] works,nasa's
[124] nasa's,johnson
[124] johnson,space
[124] space,center

Top Word Pairs in Tweet in G1:
[28] check,out
[16] social,media
[15] 000,000
[14] #scicomm,#phdchat
[13] hello,#sciencetwitter
[13] #sciencetwitter,making
[13] making,natgeo
[13] natgeo,presentation
[13] presentation,children
[13] children,amazing

Top Word Pairs in Tweet in G2:
[30] #scicomm,nasa
[29] want,work
[29] work,#scicomm
[29] nasa,new
[29] new,opening
[29] opening,nasa
[29] nasa,johnson
[28] lizlandau,want
[26] folks,follow
[25] looking,new

Top Word Pairs in Tweet in G3:
[18] career,opportunity
[18] opportunity,eos
[18] eos,news
[18] news,writing
[18] writing,production
[18] production,fellow
[18] fellow,paid
[18] paid,full
[18] full,time
[18] time,fellowship

Top Word Pairs in Tweet in G4:
[20] hip,hop
[18] lunch,learn
[17] talking,j
[17] j,isler
[17] isler,generation
[17] generation,#blackandstem
[17] #blackandstem,natutalists
[17] natutalists,bomb
[17] bomb,many
[17] many,big

Top Word Pairs in Tweet in G5:
[111] hiring,science
[111] science,communications
[111] communications,specialist
[111] specialist,team
[111] team,works
[111] works,nasa's
[111] nasa's,johnson
[111] johnson,space
[111] space,center
[111] center,sharing

Top Word Pairs in Tweet in G6:
[91] time,lapse
[91] lapse,7x
[91] 7x,speed
[91] speed,longhorned
[91] longhorned,tick
[91] tick,nymph
[91] nymph,40x
[91] 40x,magnification
[91] magnification,darkfield
[91] darkfield,#microscopy

Top Word Pairs in Tweet in G7:
[85] never,public
[85] public,myself
[85] myself,time
[85] time,here
[85] here,goes
[85] goes,sophia
[85] sophia,nasr
[85] nasr,working
[85] working,phd
[84] astropartigirl,never

Top Word Pairs in Tweet in G8:
[4] check,out
[4] e,s
[3] #science,#scicomm
[3] #research,#scicomm
[2] one,favorite
[2] favorite,parts
[2] help,peer
[2] peer,choosing
[2] choosing,best
[2] best,possible

Top Word Pairs in Tweet in G9:
[48] going,re
[48] re,share
[48] share,2
[48] 2,years
[48] years,ago
[48] ago,remind
[48] remind,here
[48] here,don
[48] don,t
[48] t,paid

Top Word Pairs in Tweet in G10:
[7] #scicomm,#sciart
[6] fake,news
[5] congratulations,friend
[5] friend,upndatom
[5] upndatom,hit
[5] hit,100k
[5] 100k,youtube
[5] youtube,channel
[5] channel,friendly
[5] friendly,rewarding

Top Replied-To
Top Replied-To in Entire Graph:
@mcmsharksxx
@itativcs
@anna_rothschild
@scicomm_jc
@vickie_curtis
@rachel_a_barry
@superlunarchick
@tia_martineau
@robingnelson
@saradwms

Top Replied-To in G1:
@anna_rothschild
@robingnelson
@myfrogcroaked
@rsprackland
@sheril_
@monicalmolinaro
@elle_est_quoi
@sunkensie
@uwproteindesign
@scistory20

Top Replied-To in G2:
@scicomm_jc
@superlunarchick
@mcmsharksxx
@tia_martineau
@saradwms
@schwenkerls
@supernova_style
@mkentrianakis
@mkhoff
@kelly_clowers

Top Replied-To in G3:
@janinekrippner
@sarahkaplan48
@amandajeanson
@this_is_farah

Top Replied-To in G4:
@brossardd
@hood_naturalist
@planetdr
@jlvernonphd
@jasonwardny

Top Replied-To in G5:
@rachel_a_barry
@alexdainis

Top Replied-To in G6:
@themadtaer

Top Replied-To in G7:
@midwestchemsafe
@estodek
@astropartigirl

Top Replied-To in G9:
@sperezlaw

Top Replied-To in G10:
@youtube

Top Mentioned
Top Mentioned in Entire Graph:
@rachel_a_barry
@astropartigirl
@couchmicroscopy
@g4mma
@theagu
@dnlee5
@nakedcapsid
@sci_bloggers
@manusaunders
@agu_scicomm

Top Mentioned in G1:
@myfrogcroaked
@natgeo
@g4mma
@eyedaisyshu
@nytimes
@arun_dayanandan
@pintofsciencede
@scistory20
@mucscienceslam
@ca_astrocomm

Top Mentioned in G2:
@nasa
@lizlandau
@joesbigidea
@kimberlykowal
@webmz_
@g4mma
@basiliskosart
@science_baller
@cambscifest
@scicomm_jc

Top Mentioned in G3:
@theagu
@storycollider
@agu_scicomm
@agu_eos
@leafwax
@this_is_farah
@uoft
@sustainablesam_
@plastispherepod
@anjakrieg

Top Mentioned in G4:
@dnlee5
@dukesci_soc
@hood_naturalist
@scheufele
@tedtalks
@anneamadden
@uw_lsc
@ibiology
@moefeliu
@maddie_sofia

Top Mentioned in G5:
@rachel_a_barry
@elisatomat
@agu_eos
@webmz_
@okidoki_boki
@zhangjielai
@tasturm1

Top Mentioned in G6:
@couchmicroscopy
@williamefeeney
@oliviawinokur
@stemadvocacy
@cbc
@awesomebiota
@fanshawecollege
@write2prabuddha
@tony_sam29
@tenacious_she

Top Mentioned in G7:
@astropartigirl
@advsinchem
@diagnosticchick
@krburgio
@thelabartist
@backerman150
@johnshopkinssph
@jhubiostat
@maddie_sofia
@dnlee5

Top Mentioned in G8:
@antybuddy
@isgpforum
@spotteron

Top Mentioned in G9:
@nakedcapsid
@wonkscience
@letterspresci
@jeff___pea
@dannyjamesward
@drbommel
@joesbigidea
@laurent_dortet
@meganhdixon
@missmayim

Top Mentioned in G10:
@youtube
@amoebasisters
@upndatom
@khhsocratica
@paulhbeckwith
@iag2u
@grist
@allanmargolin
@realdonaldtrump
@yalee360

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@edinburghwatch
@innovativehindu
@digestwordpress
@gamergeeknews
@chidambara09
@guardian
@itswanda
@femalebloggerrt
@lndontretweets

Top Tweeters in G1:
@cowboyscifibot
@edinburghwatch
@femalebloggerrt
@nytimes
@washingtonpost
@ukbloggers1
@leafwarbler
@theatlantic
@haggewoods
@nytopinion

Top Tweeters in G2:
@innovativehindu
@jusclickme
@cbsnews
@jchrispires
@academicchatter
@spaceflashnews
@flipgrid
@raman
@cirquelar
@miekeroth

Top Tweeters in G3:
@suestroud
@npr
@volcanowatching
@jenlucpiquant
@ryeisenberg
@asrivkin
@theagu
@plutosavior
@solomonrdavid
@cronkitenews

Top Tweeters in G4:
@imdrw
@_gampr
@dnlee5
@physorg_com
@jasonwardny
@jplovescotton
@salfonsi
@alanmcbride
@thechrischua
@xkidkidx

Top Tweeters in G5:
@larsthewanderer
@mikeokuda
@chemjobber
@mux2000
@stu_n
@xeno_lith
@heathermg
@asteroidenergy
@drahcir_rahl
@m_of_starlight

Top Tweeters in G6:
@vievararosel
@cbc
@jo_barnes
@tapa46
@dawnbazely
@three_ninjas
@awesomebiota
@mozziebites
@relativebrain
@profcolinbean

Top Tweeters in G7:
@red_mercer
@ti_enjoli
@canageek
@jamie7keller
@rnelson0
@embracethecoda
@diagnosticchick
@dialmformara
@mrvaidya
@promoman9

Top Tweeters in G8:
@a_siegel
@specklight
@inkcanada
@monkeyminion
@einsteinmed
@ocaptmycapt
@physicsteo
@younglandis
@michmich75000
@vakdaro

Top Tweeters in G9:
@huwsayer
@natobserver
@zanaines
@surt_lab
@evolvedbiofilm
@aintitjayy__
@joymurley1
@fca_internships
@peppers_jay
@de_meddy

Top Tweeters in G10:
@bbcnews
@cnn
@drskyskull
@forbes
@yahoonews
@buzzfeednews
@qz
@cnnpolitics
@voxdotcom
@weatherchannel


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