scicomm, Twitter, 2/19/2019 1:29:29 PM, 187264


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scicomm_2019-02-19_05-00-32.xlsx
scicomm_2019-02-19_05-00-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2DR8N1k
@constababble
@scicommbot
@_open_science_
@gaiusdivifilius
@fromthelabbench
@amoebasisters
@whysharksmatter
@alchemysciviz
@myfrogcroaked
@agu_scicomm

Top hashtags:
#scicomm
#aaasmtg
#science
#aaas2019
#sciart
#scipol

Description:
Description
The graph represents a network of 4,104 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, 19 February 2019 at 13:01 UTC.

The requested start date was Tuesday, 19 February 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, 3-hour, 45-minute period from Saturday, 16 February 2019 at 15:08 UTC to Monday, 18 February 2019 at 18:54 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 : 4104
Unique Edges : 6450
Edges With Duplicates : 1820
Total Edges : 8270
Number of Edge Types : 3
Mentions : 7149
Tweet : 851
Replies to : 270
Self-Loops : 851
Reciprocated Vertex Pair Ratio : 0.0451211734693878
Reciprocated Edge Ratio : 0.0863463005339436
Connected Components : 319
Single-Vertex Connected Components : 124
Maximum Vertices in a Connected Component : 3303
Maximum Edges in a Connected Component : 7407
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.113071
Graph Density : 0.000389281555501395
Modularity : 0.644851
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[52] https://twitter.com/EmilyFairfax/status/1097195169131024384
[34] https://twitter.com/Constababble/status/1096664046063935488
[31] https://twitter.com/emilyfairfax/status/1097195169131024384
[30] https://www.nature.com/articles/d41586-019-00535-w
[22] https://d212y8ha88k086.cloudfront.net/manuscripts/16463/fb9b35cf-5977-4bd7-badf-d071697e4ecc_15090_-_caroline_wright.pdf?doi=10.12688/wellcomeopenres.15090.1&numberOfBrowsableCollections=1&numberOfBrowsableGateways=8
[21] https://twitter.com/constababble/status/1096664046063935488
[15] http://science.sciencemag.org/content/291/5507/1304
[14] http://science.sciencemag.org/content/363/6428/786.full
[11] https://twitter.com/alexisohanian/status/1095465421254418438
[9] http://sciteum.com/iypt

Top URLs in Tweet in G1:
[9] https://twitter.com/Constababble/status/1096664046063935488
[3] https://twitter.com/emilyfairfax/status/1097195169131024384
[2] https://twitter.com/MichaelDow16/status/1097106914935226368
[2] https://twitter.com/amandacoletti5/status/1097081142174515200?s=19
[2] https://bayerstrategic.lpages.co/when-science-speaks-pre-launch-subscriber-sign-up-9-17-18/
[2] https://twitter.com/constababble/status/1096664046063935488
[2] https://twitter.com/indfnsofplnts/status/1097326606283141122
[1] https://twitter.com/hisham_hm/status/1096951631445479425
[1] https://www.ucl-ioe-press.com/research-for-all/
[1] https://twitter.com/michelle_neil/status/1097353844411924480

Top URLs in Tweet in G2:
[9] https://twitter.com/alexisohanian/status/1095465421254418438
[8] https://aaas.confex.com/aaas/2019/meetingapp.cgi/Session/21350
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=187027
[6] https://www.american.edu/spa/scicomm/upload/RecdPractices.pdf
[5] https://thedirtpod.com/
[5] https://twitter.com/constababble/status/1096664046063935488
[4] https://twitter.com/Constababble/status/1096664046063935488
[4] https://twitter.com/EmilyFairfax/status/1097195169131024384
[4] https://www.american.edu/spa/scicomm/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=187019

Top URLs in Tweet in G3:
[11] https://twitter.com/EmilyFairfax/status/1097195169131024384
[8] https://twitter.com/Constababble/status/1096664046063935488
[8] http://sciteum.com/iypt
[6] https://twitter.com/emilyfairfax/status/1097195169131024384
[6] https://twitter.com/constababble/status/1096664046063935488
[5] https://zoom.us/webinar/register/WN_AlXtSvNMSP-1ORfmRsMI7w%20
[4] https://career5.successfactors.eu/career?career_ns=job_listing&company=SES&navBarLevel=JOB_SEARCH&rcm_site_locale=en_US&career_job_req_id=7481&selected_lang=en_GB&jobAlertController_jobAlertId=&jobAlertController_jobAlertName=&_s.crb=/TNqySs7IA1Md4o/WQUj2TeYzP4=
[4] https://www.fimfiction.net/blog/716078/programming-the-cutie-map-big-data-and-neural-nets
[4] https://twitter.com/sesync/status/1097257132624207872
[3] https://www.pscp.tv/w/bzkseDQ5ODkzMTl8MU95S0F5cHdhV25LYgBGDsIkAbT_9Yv49K_SbBaQRCE1d6puBy-viqxsFq27

Top URLs in Tweet in G4:
[2] https://twitter.com/dustingrowick/status/1097222447772909569
[2] https://www.nature.com/articles/d41586-019-00535-w
[1] https://ir.shareaholic.com/e?a=1&u=https://earthsky.org/human-world/origin-europes-ancient-megaliths-stonehenge-brittany%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[1] https://www.nature.com/articles/d41586-019-00588-x
[1] https://www.youtube.com/watch?v=M6cV2UtygR8&feature=youtu.be

[1] https://www.ted.com/talks/juan_enriquez_the_age_of_genetic_wonder_feb_2019?utm_source=twitter.com&utm_medium=social&utm_campaign=tedspread
[1] https://www.youtube.com/watch?v=R-ES5NN5aMQ&feature=youtu.be

[1] https://www.teacherspayteachers.com/Product/Amoeba-Sisters-Valentines-Day-Cards-Printables-2991299
[1] https://www.scicommglasgow.co.uk/local-sci-comm
[1] http://www.motherofmicrobes.com/science-minded-parent-blogs/

Top URLs in Tweet in G5:
[13] https://twitter.com/EmilyFairfax/status/1097195169131024384
[7] https://twitter.com/emilyfairfax/status/1097195169131024384
[5] https://twitter.com/constababble/status/1096664046063935488
[5] https://twitter.com/Constababble/status/1096664046063935488
[2] https://twitter.com/Constababble/status/1096926361757741056
[2] https://twitter.com/sciencetalkorg/status/1097541258669486080
[1] https://twitter.com/ThierryBt/status/1096747127097696256
[1] https://journals.sagepub.com/doi/full/10.1177/0963662518821022
[1] https://twitter.com/mdlaplante/status/1096767423263449088
[1] https://www.npr.org/2019/02/16/695119872/dance-your-ph-d?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social

Top URLs in Tweet in G6:
[12] http://science.sciencemag.org/content/363/6428/786.full
[4] https://www.nature.com/articles/s41467-019-08540-3
[2] https://aaas.confex.com/aaas/2019/meetingapp.cgi/Paper/23859
[1] https://www.exploratorium.edu/visualise
[1] https://twitter.com/FlipTanedo/status/1097207990149627905
[1] https://www.storycollider.org/travelgrants2019
[1] https://twitter.com/Spyder_Webb/status/1097287301607186432
[1] https://www.youtube.com/watch?v=xAhB3NPD88Q&feature=youtu.be

[1] https://twitter.com/simplebiologist/status/1096808700617125888
[1] http://sitn.hms.harvard.edu/flash/2019/genetic-editing-human-embryos-united-states-ignites-debate/

Top URLs in Tweet in G7:
[2] http://www.pbs.org/wnet/nature/wild-way-of-the-vikings-about/17066/
[1] https://www.youtube.com/watch?v=MUahMBzm_DM&feature=youtu.be

[1] https://www.wired.com/2015/05/these-waxy-protuberances-decorate-insects-butts/
[1] https://www.sciencemag.org/news/2017/04/deadly-salamander-disease-just-got-lot-scarier
[1] https://lter.kbs.msu.edu/2013/07/when-i-heard-the-learnd-agronomer-a-poem-about-the-kbs-lter/
[1] https://www.livescience.com/64778-vikings-reindeer-cyclone.html
[1] https://twitter.com/Constababble/status/1096926361757741056
[1] https://twitter.com/mpgPhD/status/1096497760487047169

Top URLs in Tweet in G8:
[7] https://twitter.com/EmilyFairfax/status/1097195169131024384
[3] https://twitter.com/emilyfairfax/status/1097195169131024384
[2] https://www.theopennotebook.com/2019/01/07/ready-set-peep/
[2] https://twitter.com/DCSWA/status/1090339409646493702
[1] https://twitter.com/KashaPatel/status/1096891651325349888
[1] https://www.nasw.org/article/applications-nasws-diversity-fellowship-open-now
[1] https://www.compassscicomm.org/blog
[1] https://twitter.com/COMPASSscicomm/status/1096095623953018880
[1] https://aaas.confex.com/aaas/2019/meetingapp.cgi/Session/21536
[1] https://jobs.wm.edu/postings/34173

Top URLs in Tweet in G9:
[2] https://twitter.com/EmilyFairfax/status/1097195169131024384
[1] https://www.watercolornaturalist.com/single-post/2019/02/18/Oahu-Tree-Snails
[1] https://comscicon.com/comscicon-virginia-tech-2019
[1] https://www.american.edu/spa/scicomm/upload/RecdPractices.pdf
[1] https://www.sciencedirect.com/science/article/pii/S002209811830443X
[1] http://www.cvent.com/events/advancing-the-science-and-practice-of-science-communication-misinformation-about-science-in-the-publ/event-summary-c4d9df4d8baf4567ab82042e4f4efb78.aspx

Top URLs in Tweet in G10:
[2] https://blackbawks.shinyapps.io/WSTC5/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=187027
[1] https://twitter.com/stophymac/status/1096807217255333893
[1] https://twitter.com/SciAdventures/status/1096808115436163073
[1] https://twitter.com/stophymac/status/1096813715809275904
[1] https://twitter.com/DrRubidium/status/1097563733243629573
[1] https://www.sciencenews.org/article/stem-professors-beliefs-intelligence-may-widen-racial-achievement-gap
[1] http://www.historyofneuroscience.com/
[1] https://fundly.com/help-create-a-scientist
[1] https://www.sciencedirect.com/science/article/pii/S0341816219300566

Top Domains
Top Domains in Tweet in Entire Graph:
[469] twitter.com
[47] nature.com
[39] sciencemag.org
[35] youtube.com
[25] instagram.com
[22] cloudfront.net
[21] nodexlgraphgallery.org
[18] ow.ly
[15] confex.com
[13] american.edu

Top Domains in Tweet in G1:
[34] twitter.com
[2] lpages.co
[2] wordpress.com
[1] ucl-ioe-press.com
[1] theconversation.com
[1] newyorker.com
[1] zebrafishfilm.org
[1] self.com
[1] asmscience.org
[1] nyu.edu

Top Domains in Tweet in G2:
[107] twitter.com
[19] nodexlgraphgallery.org
[13] ow.ly
[12] confex.com
[11] american.edu
[10] okt.to
[7] sciencemag.org
[7] inpst.net
[6] nature.com
[6] kickstarter.com

Top Domains in Tweet in G3:
[71] twitter.com
[11] sciteum.com
[8] pscp.tv
[6] youtube.com
[6] fimfiction.net
[6] twi.li
[5] ow.ly
[5] co.uk
[5] zoom.us
[4] successfactors.eu

Top Domains in Tweet in G4:
[4] nature.com
[2] youtube.com
[2] twitter.com
[1] shareaholic.com
[1] ted.com
[1] teacherspayteachers.com
[1] co.uk
[1] motherofmicrobes.com
[1] newsweek.com
[1] instagram.com

Top Domains in Tweet in G5:
[63] twitter.com
[3] twi.li
[2] nature.com
[2] plos.org
[2] theguardian.com
[2] omny.fm
[1] sagepub.com
[1] npr.org
[1] heleo.com
[1] lee-phillips.org

Top Domains in Tweet in G6:
[12] sciencemag.org
[6] twitter.com
[4] nature.com
[2] confex.com
[1] exploratorium.edu
[1] storycollider.org
[1] youtube.com
[1] harvard.edu
[1] 3dprint.com
[1] dazeddigital.com

Top Domains in Tweet in G7:
[2] pbs.org
[2] twitter.com
[1] youtube.com
[1] wired.com
[1] sciencemag.org
[1] msu.edu
[1] livescience.com

Top Domains in Tweet in G8:
[17] twitter.com
[2] theopennotebook.com
[2] compassscicomm.org
[1] nasw.org
[1] confex.com
[1] wm.edu
[1] duke.edu
[1] washingtonpost.com
[1] sesync.org

Top Domains in Tweet in G9:
[2] twitter.com
[1] watercolornaturalist.com
[1] comscicon.com
[1] american.edu
[1] sciencedirect.com
[1] cvent.com

Top Domains in Tweet in G10:
[4] twitter.com
[2] shinyapps.io
[1] nodexlgraphgallery.org
[1] sciencenews.org
[1] historyofneuroscience.com
[1] fundly.com
[1] sciencedirect.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2600] scicomm
[632] aaasmtg
[225] science
[179] aaas2019
[160] sciart
[83] scipol
[78] womeninstem
[76] aaas
[61] stem
[58] sciengage



Top Hashtags in Tweet in G1:
[100] scicomm
[6] informationscience
[5] academictwitter
[4] scicommevidence
[4] fusefactfriday
[3] botany
[3] howdoyouhavethetime
[2] scicommprofessionals
[2] phd
[2] scicommcomm

Top Hashtags in Tweet in G2:
[838] scicomm
[500] aaasmtg
[140] aaas2019
[72] aaas
[58] science
[56] scipol
[43] sciengage
[31] arpanet
[25] womeninstem
[24] sciart

Top Hashtags in Tweet in G3:
[284] scicomm
[37] agriculture
[24] savethedate
[23] climatechange
[23] science
[20] webinar
[18] aaasmtg
[11] aaas2019
[11] iypt2019
[10] insects

Top Hashtags in Tweet in G4:
[105] scicomm
[72] sciart
[53] amoebasisters
[21] science
[9] zooshowtell
[6] scichat
[5] valentinesday
[4] biology
[2] stem
[2] academictwitter

Top Hashtags in Tweet in G5:
[117] scicomm
[11] science
[8] aaasmtg
[5] sciart
[4] climatechange
[3] research
[3] scipol
[3] ico
[3] scitalk19
[2] aaas2019

Top Hashtags in Tweet in G6:
[74] scicomm
[30] datavisualization
[17] aaasmtg
[10] yaleciencia2019
[10] aaaamtg
[7] sciengage
[6] aaas2019
[5] womeninstem
[4] yalecienciaacademy
[4] publicengagement

Top Hashtags in Tweet in G7:
[39] lterlove
[33] scicomm
[15] chytrid
[13] frogs
[8] scicommsaturday
[8] sciencetwitter
[4] wildlife
[4] antarctica
[3] aaasmtg
[2] snake

Top Hashtags in Tweet in G8:
[44] scicomm
[11] aaasmtg
[3] climatechange
[3] media
[3] science
[3] communication
[3] womeninstem
[2] sciwristudent
[2] postdoc
[2] community

Top Hashtags in Tweet in G9:
[42] scicomm
[26] sundayfishsketch
[7] sciart
[6] aaasmtg
[3] fish
[2] burbot
[2] biodiversity
[1] paleoart
[1] scientificillustration
[1] frogs

Top Hashtags in Tweet in G10:
[78] scicomm
[11] wstc5
[7] actionpotentials
[5] marsocsci
[4] aaasmtg
[2] seabirds
[2] ornithology
[2] scale
[2] scicom
[2] cast

Top Words
Top Words in Tweet in Entire Graph:
[3905] Words in Sentiment List#1: Positive
[1065] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[115382] Non-categorized Words
[120355] Total Words
[3559] scicomm
[999] science
[797] more
[796] constababble
[760] people

Top Words in Tweet in G1:
[853] scicomm
[696] constababble
[540] scicommer
[524] more
[523] people
[516] change
[512] think
[508] fact
[506] telling
[505] facts

Top Words in Tweet in G2:
[918] scicomm
[500] aaasmtg
[335] science
[140] aaas2019
[115] aaas
[108] people
[105] research
[95] scientists
[94] more
[85] great

Top Words in Tweet in G3:
[298] scicomm
[92] science
[50] out
[37] agriculture
[36] webinar
[35] new
[34] m
[33] 3
[28] talk
[28] research

Top Words in Tweet in G4:
[119] amoebasisters
[111] scicomm
[72] sciart
[53] imagine
[53] lac
[53] operon
[34] years
[23] science
[18] 1st
[18] table

Top Words in Tweet in G5:
[129] scicomm
[30] science
[18] great
[14] s
[11] thread
[10] video
[10] people
[10] love
[10] out
[9] aaasmtg

Top Words in Tweet in G6:
[79] scicomm
[30] datavisualization
[30] peeps
[30] spread
[30] word
[30] exploratorium
[30] hosting
[30] conference
[30] visualizing
[30] data

Top Words in Tweet in G7:
[39] lterlove
[36] myfrogcroaked
[35] scicomm
[33] uslter
[33] day
[28] frogs
[21] feature
[20] today
[20] endangered
[20] one

Top Words in Tweet in G8:
[45] scicomm
[20] science
[14] aldacenter
[12] emilyfairfax
[12] sciencewriters
[11] aaasmtg
[11] agu_scicomm
[10] elevator
[10] poynton_j
[10] whsettle53

Top Words in Tweet in G9:
[66] deep
[50] fish
[48] scicomm
[46] here
[45] tripod
[45] sit
[45] elongated
[45] fin
[45] rays
[45] modified

Top Words in Tweet in G10:
[84] scicomm
[82] workshop
[55] whysharksmatter
[47] participants
[35] help
[30] yes
[29] hey
[29] teach
[29] social
[29] media

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[531] people,more
[531] scicomm,researcher
[529] constababble,scicomm
[528] telling,people
[528] more,facts
[527] facts,change
[526] researcher,fact
[526] fact,telling
[526] change,mind
[525] mind,scicommer

Top Word Pairs in Tweet in G1:
[501] scicomm,researcher
[499] more,facts
[499] constababble,scicomm
[498] researcher,fact
[498] fact,telling
[498] telling,people
[498] people,more
[498] facts,change
[498] change,mind
[497] mind,scicommer

Top Word Pairs in Tweet in G2:
[78] aaasmtg,aaas2019
[70] aaasmtg,scicomm
[64] aaas2019,scicomm
[51] scicomm,aaasmtg
[45] aaas,aaasmtg
[37] social,media
[35] check,out
[35] scicomm,policymakers
[35] scipol,scicomm
[32] aaas2019,aaasmtg

Top Word Pairs in Tweet in G3:
[24] savethedate,feb
[24] feb,19
[24] 19,3
[24] 3,00
[24] 00,p
[24] p,m
[24] m,gmt
[24] gmt,7
[24] 7,webinar
[24] webinar,lay

Top Word Pairs in Tweet in G4:
[62] scicomm,sciart
[53] imagine,lac
[53] lac,operon
[53] operon,scicomm
[53] sciart,amoebasisters
[52] amoebasisters,imagine
[17] 300,years
[17] years,element
[17] element,discovery
[17] discovery,60s

Top Word Pairs in Tweet in G5:
[5] thread,scicomm
[4] great,thread
[3] great,scicomm
[3] sciart,scicomm
[3] check,out
[3] science,public
[3] please,share
[2] insights,scicomm
[2] looking,forward
[2] think,scicomm

Top Word Pairs in Tweet in G6:
[30] datavisualization,scicomm
[30] scicomm,peeps
[30] peeps,spread
[30] spread,word
[30] word,exploratorium
[30] exploratorium,hosting
[30] hosting,conference
[30] conference,visualizing
[30] visualizing,data
[29] frazierarchive,datavisualization

Top Word Pairs in Tweet in G7:
[19] happy,day
[19] day,16
[19] 16,lterlove
[19] lterlove,today
[19] today,feature
[19] feature,konzalter
[19] konzalter,centered
[19] centered,one
[19] one,productive
[19] productive,endangered

Top Word Pairs in Tweet in G8:
[10] njdv7,angelikahtcg
[10] drkbythebay,agu_scicomm
[9] lancesatx,drkbythebay
[8] agu_scicomm,yaleclimatecomm
[8] yaleclimatecomm,khayhoe
[8] khayhoe,tessa_m_hill
[6] angelikahtcg,lancesatx
[6] tessa_m_hill,climatescicomm
[6] climatescicomm,sciencewriters
[6] sciencewriters,climatereality

Top Word Pairs in Tweet in G9:
[45] here,deep
[45] deep,tripod
[45] tripod,fish
[45] fish,sit
[45] sit,elongated
[45] elongated,fin
[45] fin,rays
[45] rays,modified
[45] modified,pectoral
[45] pectoral,fins

Top Word Pairs in Tweet in G10:
[53] scicomm,workshop
[47] workshop,participants
[29] hey,yes
[29] yes,help
[29] help,teach
[29] teach,social
[29] social,media
[29] media,scicomm
[29] workshop,show
[29] show,workshop

Top Replied-To
Top Replied-To in Entire Graph:
@constababble
@biobeef
@samanthazy
@fromthelabbench
@thecosmicrey
@lyndalovon
@c0nc0rdance
@emilyfairfax
@whysharksmatter
@thomasjwood

Top Replied-To in G1:
@constababble
@lyndalovon
@thomasjwood
@emily_m_holt
@jim1810
@laurajoankraft
@respiewak
@fabiebackribs
@solomonmg
@scicrow

Top Replied-To in G2:
@samanthazy
@thecosmicrey
@constababble
@fromthelabbench
@iamscicomm
@_scicomm
@liz_suhay
@suraheap
@gaiusdivifilius
@redpenblackpen

Top Replied-To in G3:
@fromthelabbench
@tifrarnab
@seanrey57043948

Top Replied-To in G4:
@amoebasisters
@dustingrowick

Top Replied-To in G6:
@aaas
@tvjrennie
@fromthelabbench
@louwoodley
@vanguardstem

Top Replied-To in G7:
@aaas
@peterdaszak
@hondurasarcc
@anneannapolis
@dsaarchaeology

Top Replied-To in G8:
@emilyfairfax
@whsettle53
@bunnybookends
@ecosensenow
@aoecoin
@poynton_j
@av_weather
@alexandriav2005

Top Replied-To in G10:
@whysharksmatter
@ohdakuwaqa
@anneamadden

Top Mentioned
Top Mentioned in Entire Graph:
@constababble
@fromthelabbench
@amoebasisters
@agu_scicomm
@whysharksmatter
@alchemysciviz
@sarah_mojarad
@aaas
@fliptanedo
@lampichthys

Top Mentioned in G1:
@constababble
@colinjcarlson
@fiddlebrain
@chris_ly
@lisagiven
@martinebotany
@evekle
@siddhrthknkaria
@hisham_hm
@scicommplos

Top Mentioned in G2:
@fromthelabbench
@fliptanedo
@constababble
@sarah_mojarad
@agu_scicomm
@engageclimate
@aaas
@aaasmeetings
@liz_suhay
@iamscicomm

Top Mentioned in G3:
@ciat_
@iypt2019
@chaiandwhy
@cgiarclimate
@tifrarnab
@sciteum
@sarah_mojarad
@aminart
@bucarliz
@belllefoster

Top Mentioned in G4:
@amoebasisters
@jamiebgall
@zakmartellucci
@connectedwaters
@dustingrowick
@constababble
@naturenews
@scicommglasgow
@dkolbin
@fromthelabbench

Top Mentioned in G5:
@berniefolan
@futurumcareers
@ohioes

Top Mentioned in G6:
@exploratorium
@moefeliu
@frazierarchive
@lizneeley
@louwoodley
@jedidahislerphd
@then
@aliceak15
@ucdavis
@sefini

Top Mentioned in G7:
@myfrogcroaked
@uslter
@konzalter
@cites
@hondurasarcc
@mandyrudenc
@ivonnehiguero
@oieanimalhealth
@inaturalist
@luqlter

Top Mentioned in G8:
@aldacenter
@agu_scicomm
@njdv7
@angelikahtcg
@drkbythebay
@khayhoe
@sciencewriters
@poynton_j
@lancesatx
@emilyfairfax

Top Mentioned in G9:
@lampichthys
@martinhfilipe
@drmparrott
@newcastleherald
@tinysapien
@sawsharkman
@myfrogcroaked
@hockmancurious
@thenasciences

Top Mentioned in G10:
@whysharksmatter
@seabirders
@constababble
@neurohistoons
@unb
@micahmurunga
@grettapecl
@mgray_forem
@habrazeau
@stophymac

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@cowboyscifibot
@sectest9
@kat4obama
@rjber15
@chidambara09
@guardian
@hollowmanseries
@kulturbolschewi
@dailymirror

Top Tweeters in G1:
@vilinthril
@mwhalan
@phillygirl1441
@markburgerenerg
@neolithicsheep
@threadreaderapp
@zippydazipster
@drxaverius
@styla73
@politeperson123

Top Tweeters in G2:
@nytimes
@wsj
@lkafle
@machinelearn_d
@lupo2214
@annaanthro
@drmel_t
@drurbanski
@mvargasgarro
@littlefootlady

Top Tweeters in G3:
@guardian
@katelaity
@raulpacheco
@ifindinternship
@bronyretweets
@ashot_
@rocketman528
@nembotavy_0101
@srzjwalters
@_open_science_

Top Tweeters in G4:
@crdn9
@diagnosticchick
@markowenmartin
@sneakyriki
@eric0lawton
@danirabaiotti
@surt_lab
@garym
@jamiebgall
@connectedwaters

Top Tweeters in G5:
@euscicomm
@ihstreet
@fmri_guy
@maupanas
@ceamer
@showoff_ebooks
@franknfoode
@crypto__fun
@sarahprimate
@kim_moynahan

Top Tweeters in G6:
@jchrispires
@katrinahagen2
@deborahskyrim
@smithsonianmag
@ctitusbrown
@13adh13
@louwoodley
@maggiekb1
@dataandme
@highlyanne

Top Tweeters in G7:
@kat4obama
@kulturbolschewi
@anneannapolis
@grumpyyetamusin
@crawlieswithcri
@treesofforrest
@mmmukalla
@chrismaslanka
@greengrumbler
@tetzoo

Top Tweeters in G8:
@hollowmanseries
@washingtonpost
@tan123
@stevesgoddard
@tractorman07
@michaelemann
@supersciencegrl
@climatereality
@wyn_o
@greenpeace

Top Tweeters in G9:
@tsmoon56
@alexandre_sgroi
@itativcs
@malurussally
@jo_marching
@am_anatiala
@birder_katie
@thebiologistisn
@yabbietol
@argillic

Top Tweeters in G10:
@lizditz
@whysharksmatter
@artcollisions
@bwjones
@lcby
@umbrios
@shnb_bshnb
@cictmar
@its_outta_here
@habrazeau


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