scicomm, Twitter, 11/3/2019 1:10:43 AM, 215058


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scicomm_2019-11-02_17-40-16.xlsx
scicomm_2019-11-02_17-40-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 03, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2NzmoPB
@scicommbot
@_open_science_
@brossardd
@beccacalisi
@ucdavis
@deepgreendesign
@amgcarlton
@wardofplants
@agu_scicomm
@_oldmandownther

Top hashtags:
#scicomm
#science
#2019sacnas
#sciart
#r1
#halloween
#research
#sciencetwitter

Description:
Description
The graph represents a network of 4,968 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, 03 November 2019 at 00:41 UTC.

The requested start date was Sunday, 03 November 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 2-day, 18-hour, 50-minute period from Tuesday, 29 October 2019 at 20:40 UTC to Friday, 01 November 2019 at 15:30 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 : 4968
Unique Edges : 7334
Edges With Duplicates : 2125
Total Edges : 9459
Number of Edge Types : 3
Mentions : 8379
Tweet : 849
Replies to : 231
Self-Loops : 849
Reciprocated Vertex Pair Ratio : 0.0515478358313489
Reciprocated Edge Ratio : 0.0980418276275476
Connected Components : 465
Single-Vertex Connected Components : 130
Maximum Vertices in a Connected Component : 3486
Maximum Edges in a Connected Component : 7787
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.749303
Graph Density : 0.000304222036130895
Modularity : 0.698676
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,968 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, 03 November 2019 at 00:41 UTC.

The requested start date was Sunday, 03 November 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 2-day, 18-hour, 50-minute period from Tuesday, 29 October 2019 at 20:40 UTC to Friday, 01 November 2019 at 15:30 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://twitter.com/LokiVolcano/status/1189997378989953026
[13] https://www.theglobeandmail.com/opinion/article-fluoride-wont-make-you-dumber-but-the-debate-about-its-safety/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[12] https://twitter.com/SciWithFriends/status/1189584217639964672
[12] http://www.nhs.uk/news/Pages/Howtoreadarticlesabouthealthandhealthcare.aspx
[11] https://theleveragedphd.com/academic-hashtags-twitter/
[9] https://rsc.org/campaigns/m/lc/lc150571/prizes-awards-education/
[9] https://twitter.com/COMPASSscicomm/status/1189572983746002944
[8] https://inpst.net/honey-mediated-wound-healing-h2o2-entry-through-aqp3-determines-extracellular-ca2-influx/
[8] https://twitter.com/brossardd/status/1189580875715022848
[7] https://www.sciencealert.com/scientists-sharing-their-best-pun-filled-paper-titles-has-us-in-stitches

Top URLs in Tweet in G1:
[4] http://www.wonderofscience.com.au/wos-news
[4] https://www.twitch.tv/archaeorpg
[4] https://www.strangerdimensions.com/2019/10/31/can-ghosts-speak-alexa/
[4] https://drdavidclarke.co.uk/2019/10/30/reclaiming-robin-hood-project/
[3] https://frenchly.us/truth-behind-le-la-gendered-languages-affect-brain/
[3] https://eos.org/opinions/improving-reproducibility-in-earth-science-research?utm_content=bufferdaab7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://ruickbie.com/2019/11/01/15th-anniversary-of-witchcraft-out-of-the-shadows/
[3] http://transhumanity.net/digital-remains-and-the-eco-of-a-digital-past-life-at-the-transhuman-house/
[3] http://ohkado.net/post-1840/
[3] http://www.irdirc.org/

Top URLs in Tweet in G2:
[4] https://twitter.com/uoregon/status/1188488777531936768
[4] https://twitter.com/npr/status/1190101931227791365
[4] https://twitter.com/michela_denti/status/1190201290342719488
[3] https://twitter.com/uq_news/status/1189385938855550976
[3] https://twitter.com/jjjweiss/status/1187260683102179329
[3] https://twitter.com/SomdattaKarak/status/1187007160011505665
[3] https://www.youtube.com/watch?v=fMuoIVzvGzc&feature=youtu.be

[3] https://thepoetryofscience.scienceblog.com/1008/a-massacre-in-mercury/
[3] https://twitter.com/AldaCenter/status/1189958217973059584
[3] https://www.tes.com/

Top URLs in Tweet in G3:
[4] https://twitter.com/emilykwong1234/status/1188940750614077444
[2] https://event.crowdcompass.com/2019-sacnas/activity/yYj2J8WVJh
[2] https://twitter.com/KHirshfeld/status/1189990846084595713
[2] https://prl.natsci.msu.edu/news-events/research-highlights/building-a-better-fluorescence-estimation-of-electron-transport-in-plants/
[1] https://twitter.com/moefeliu/status/1189987905323720704
[1] https://event.crowdcompass.com/2019-sacnas
[1] https://twitter.com/ibiology/status/1189226039601483776
[1] https://event.crowdcompass.com/2019-sacnas/activity/p6lMiK5Bth
[1] https://twitter.com/moefeliu/status/1189703531588046848
[1] https://www.youtube.com/watch?v=fcLQQ9_OLfQ&feature=youtu.be


Top URLs in Tweet in G4:
[6] https://www.sciencealert.com/scientists-sharing-their-best-pun-filled-paper-titles-has-us-in-stitches
[5] http://www.wordybirdstudio.com/prints
[3] https://jcom.sissa.it/archive/18/04/JCOM_1804_2019_C01/JCOM_1804_2019_C02
[3] https://synbiobeta.com/bio-beautiful-interview-vivid-biology-founder-claudia-stocker/
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GB006180?af=R
[2] https://jcom.sissa.it/archive/18/04/JCOM_1804_2019_C01/JCOM_1804_2019_C05
[2] https://australiascience.tv/is-science-still-missing-from-society/
[2] https://lifeomic.com/products/lifeology/
[2] https://www.theopennotebook.com/getting-started-in-science-journalism/
[2] https://twitter.com/Pjong/status/1189315917131472896

Top URLs in Tweet in G5:
[8] https://inpst.net/honey-mediated-wound-healing-h2o2-entry-through-aqp3-determines-extracellular-ca2-influx/
[2] https://stm.sciencemag.org/content/10/434/eaan2306?intcmp=trendmd-stm
[2] https://www.youtube.com/watch?v=cwDRZGj2nnY

[2] https://www.youtube.com/c/biolution
[2] https://twitter.com/FWF_at/status/1189857492991389698
[2] http://inpst.net/honey-mediated
[1] https://nypost.com/2019/10/26/heres-why-were-losing-the-war-on-cancer-according-to-this-doctor/
[1] https://twitter.com/MAG2ART/status/1187588423646879744
[1] https://twitter.com/iambhutia/status/1186888642133819393
[1] https://twitter.com/davidludwigmd/status/1189651104142741504

Top URLs in Tweet in G6:
[2] https://scimep.wisc.edu/wp-content/uploads/sites/178/2019/10/LGE-Faculty-Report_FinalUpdated.pdf
[2] https://ipscell.com/2014/10/top-10-halloween-costumes-that-scare-scientists/
[2] https://ipscell.com
[2] https://twitter.com/waitwait/status/1188861359972409345
[1] https://forge.duke.edu/blog/forge-friday-roundup-november-1-2019
[1] https://twitter.com/scifri/status/1189998130827341826
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-019-12622-7
[1] https://www.washingtonpost.com/science/heres-an-article-accelerator-that-produces-the-funny-dramatic-human-side-of-science/2019/10/25/838d2f3c-f5c0-11e9-8cf0-4cc99f74d127_story.html
[1] https://twitter.com/UW_LSC/status/1189594168743616512
[1] https://www.pnas.org/content/116/39/19231

Top URLs in Tweet in G7:
[4] http://www.dana-simmons.com
[2] https://twitter.com/brossardd/status/1189580875715022848
[2] https://twitter.com/karafikrig/status/1190002589338939393
[1] https://twitter.com/gmu_cos/status/1189306268395233284
[1] https://www.instagram.com/p/B4ODY1iDcih/?igshid=1qrvb4m95th6n
[1] https://twitter.com/lab_shenanigans/status/1188245840080576512
[1] https://www.ngsnavigators.com/blog/050
[1] https://twitter.com/arc_cptt/status/1189314630495145984
[1] https://jgeekstudies.org/2017/01/09/frankenstein-or-the-beauty-and-terror-of-science/
[1] https://twitter.com/iamscicomm/status/1189210613161037825

Top URLs in Tweet in G8:
[3] https://www.youtube.com/watch?v=ZwhK9nfFhMU

[2] https://twitter.com/Rainmaker1973/status/1189980702068088833
[1] https://www.nytimes.com/2019/10/31/climate/epa-coal-ash.html
[1] https://phys.org/news/2019-10-emissions-traffic-trucks-suvs-canada.html
[1] https://phys.org/news/2019-10-abrupt-shifts-arctic-climate.html
[1] https://twitter.com/IRPP/status/1189490901053296640
[1] https://twitter.com/doug_schweitzer/status/1189178583194845186
[1] https://phys.org/news/2019-10-human-bias.html
[1] https://twitter.com/RebeccaH2020/status/1189490608647348224
[1] https://www.theatlantic.com/family/archive/2018/10/sperm-counts-continue-to-fall/572794/

Top URLs in Tweet in G9:
[5] https://twitter.com/i/moments/1187406656050618369
[2] https://medium.com/@academicstandup/tackling-science-race-through-standup-comedy-with-author-angela-saini-nov-3-4-pm-in-nyc-767f6665aa5a
[2] https://thebiochemistblog.com/
[2] https://twitter.com/saganorg/status/1187898900591628289
[2] https://twitter.com/_scicomm/status/1189264889853947904
[1] https://twitter.com/akuchment/status/1189279538590683137
[1] https://justinedees.com/2019/10/31/slime-mold-called-le-blob/
[1] https://twitter.com/kylemarian/status/1187085914054578176
[1] https://twitter.com/PhysAnth/status/1118900774862565381
[1] http://thebumblingbiochemist.com/365-days-of-science/giant-pumpkins/

Top URLs in Tweet in G10:
[12] https://www.theglobeandmail.com/opinion/article-fluoride-wont-make-you-dumber-but-the-debate-about-its-safety/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[2] https://twitter.com/AlexGelle/status/1189936247491514369
[2] https://www.flickr.com/photo.gne?short=2hCvntN
[2] https://link.springer.com/article/10.1007/s12152-016-9259-6
[1] https://www.amazon.ca/Vaccination-Picture-Timothy-Caulfield/dp/073523499X
[1] https://twitter.com/RRITools/status/1067698648107139072
[1] https://twitter.com/PickersgillM/status/1189096682451013637
[1] https://twitter.com/RRITools/status/1186318066155687936
[1] https://twitter.com/alexgelle/status/1169232102782636035
[1] https://twitter.com/AlexGelle/status/1189913169923387392

Top Domains
Top Domains in Tweet in Entire Graph:
[490] twitter.com
[79] youtube.com
[27] okt.to
[24] nature.com
[22] wiley.com
[19] instagram.com
[14] co.uk
[13] theglobeandmail.com
[12] nhs.uk
[11] theleveragedphd.com

Top Domains in Tweet in G1:
[52] twitter.com
[10] co.uk
[6] com.au
[6] youtube.com
[6] blogspot.com
[5] wiley.com
[4] twitch.tv
[4] strangerdimensions.com
[4] quantamagazine.org
[3] frenchly.us

Top Domains in Tweet in G2:
[74] twitter.com
[11] youtube.com
[5] ac.uk
[4] instagram.com
[4] wordpress.com
[3] scienceblog.com
[3] tes.com
[2] wiley.com
[2] boisestate.edu
[2] altmetric.com

Top Domains in Tweet in G3:
[15] twitter.com
[6] crowdcompass.com
[2] youtube.com
[2] msu.edu
[1] ucdavis.edu
[1] aaas.org
[1] sciwricongress.org
[1] sciencewriters2019.org
[1] soundcloud.com
[1] research.net

Top Domains in Tweet in G4:
[10] twitter.com
[9] wiley.com
[6] sissa.it
[6] sciencealert.com
[5] wordybirdstudio.com
[5] youtube.com
[3] synbiobeta.com
[3] theopennotebook.com
[2] nasw.org
[2] ow.ly

Top Domains in Tweet in G5:
[13] twitter.com
[10] inpst.net
[6] youtube.com
[3] sciencemag.org
[2] scientificamerican.com
[1] nypost.com
[1] springer.com
[1] embopress.org
[1] nature.com
[1] adn.com

Top Domains in Tweet in G6:
[7] twitter.com
[4] ipscell.com
[2] wisc.edu
[2] sciencefriday.com
[1] duke.edu
[1] nature.com
[1] washingtonpost.com
[1] pnas.org
[1] wixsite.com
[1] slideshare.net

Top Domains in Tweet in G7:
[46] twitter.com
[6] youtube.com
[5] instagram.com
[4] dana-simmons.com
[3] wordpress.com
[2] growkudos.com
[2] wiley.com
[2] europa.eu
[2] doi.org
[1] ngsnavigators.com

Top Domains in Tweet in G8:
[41] twitter.com
[5] phys.org
[5] youtube.com
[2] soapboxscience.org
[1] nytimes.com
[1] theatlantic.com
[1] bloomberg.com
[1] techxplore.com
[1] wiley.com
[1] ted.com

Top Domains in Tweet in G9:
[15] twitter.com
[3] medium.com
[3] thebumblingbiochemist.com
[3] instagram.com
[2] thebiochemistblog.com
[1] justinedees.com
[1] comscicon.com
[1] cjr.org
[1] ecsite.eu
[1] mindfulofscience.org

Top Domains in Tweet in G10:
[12] theglobeandmail.com
[10] twitter.com
[3] flickr.com
[2] springer.com
[1] amazon.ca
[1] biomedcentral.com
[1] net.au
[1] google.ca
[1] plos.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2854] scicomm
[399] science
[136] 2019sacnas
[135] sciart
[129] r1
[124] halloween
[92] research
[88] sciencetwitter
[85] cdnpoli
[84] phdchat



Top Hashtags in Tweet in G1:
[365] scicomm
[45] science
[24] snrtg
[22] itrtg
[21] bblogrt
[20] primaryimmunodeficiency
[20] openscience
[19] raredisease
[18] research
[15] halloween

Top Hashtags in Tweet in G2:
[291] scicomm
[34] science
[26] sciart
[21] inktober
[20] inktober2019
[15] sciartink
[14] penandink
[12] halloween
[10] ink
[9] happyhalloween

Top Hashtags in Tweet in G3:
[186] scicomm
[126] r1
[120] 2019sacnas
[24] sacnas2019
[13] thinkbigdiversity
[9] tedtalk
[9] throughsacnas
[6] wildlifebiology
[5] ucdavis
[4] stem

Top Hashtags in Tweet in G4:
[144] scicomm
[40] sciart
[20] science
[20] vss365
[18] scifi
[14] bravewrite
[13] scicommguide
[11] scisharsci
[10] climatechange
[10] amwriting

Top Hashtags in Tweet in G5:
[65] scicomm
[42] ff
[29] academicchatter
[24] phdchat
[20] inpst
[13] research
[13] academictwitter
[8] science
[7] biology
[7] medicine

Top Hashtags in Tweet in G6:
[98] scicomm
[7] socialscience
[7] strategic
[5] sacnas2019
[4] aaabg2019
[3] 2019sacnas
[3] halloween2019
[2] uwlsc625
[2] halloween
[2] stemcells

Top Hashtags in Tweet in G7:
[139] scicomm
[12] science
[10] sciart
[8] research
[7] academicchatter
[6] halloween
[5] halloween2019
[4] sciencetwitter
[3] phdchat
[3] breastcancer

Top Hashtags in Tweet in G8:
[99] scicomm
[77] cdnpoli
[44] science
[29] climate
[23] ableg
[20] mentalhealth
[18] onpoli
[17] gender
[15] psychology
[12] volunteers

Top Hashtags in Tweet in G9:
[61] scicomm
[13] biochemistry
[10] sciengage
[9] phd
[9] brooklyn
[9] lablife
[9] 365today
[7] halloween
[7] bats
[7] scienceandrace

Top Hashtags in Tweet in G10:
[42] scicomm
[7] citizenscience
[7] climatechange
[6] ccom314
[6] urgdiveclub
[6] journalism
[4] coffee
[4] conciseeu
[3] researchers
[3] public

Top Words
Top Words in Tweet in Entire Graph:
[4961] Words in Sentiment List#1: Positive
[1825] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[115847] Non-categorized Words
[122637] Total Words
[2854] #scicomm
[680] science
[444] research
[439] s
[399] #science

Top Words in Tweet in G1:
[365] #scicomm
[88] science
[66] more
[59] out
[50] research
[47] new
[47] time
[47] primary_immune
[45] #science
[41] 2019

Top Words in Tweet in G2:
[291] #scicomm
[56] science
[56] out
[50] research
[41] day
[41] new
[34] more
[34] #science
[33] s
[26] #sciart

Top Words in Tweet in G3:
[224] beccacalisi
[186] #scicomm
[154] ucdavis
[140] research
[127] re
[127] hiring
[127] values
[126] lot
[126] top
[126] unique

Top Words in Tweet in G4:
[144] #scicomm
[53] artists
[47] need
[40] science
[40] #sciart
[33] fromthelabbench
[32] more
[31] project
[28] illustrators
[27] agu_scicomm

Top Words in Tweet in G5:
[65] #scicomm
[49] _atanas_
[42] #ff
[29] #academicchatter
[25] biolution_net
[24] #phdchat
[21] betteracademia
[21] grawoig
[20] _inpst
[19] dna_rna_uni

Top Words in Tweet in G6:
[98] #scicomm
[56] faculty
[52] land
[52] grant
[52] universities
[48] out
[47] brossardd
[46] report
[46] first
[45] attitudes

Top Words in Tweet in G7:
[139] #scicomm
[21] science
[16] more
[14] make
[13] here
[13] talk
[13] new
[12] #science
[12] research
[11] really

Top Words in Tweet in G8:
[99] #scicomm
[77] #cdnpoli
[44] #science
[41] cancer
[40] thanks
[29] #climate
[26] rate
[23] #ableg
[23] deepgreendesign
[20] #mentalhealth

Top Words in Tweet in G9:
[61] #scicomm
[29] s
[27] applications
[22] open
[18] blog
[17] aaas
[17] w
[16] very
[16] through
[16] _scicomm

Top Words in Tweet in G10:
[42] #scicomm
[23] picardonhealth
[22] science
[14] univiu
[13] more
[12] fluoride
[12] won
[12] t
[12] make
[12] dumber

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[130] re,hiring
[129] hiring,ucdavis
[129] ucdavis,lot
[129] lot,top
[129] top,unique
[129] unique,research
[129] research,#r1
[129] #r1,institution
[129] institution,idyllic
[129] idyllic,city

Top Word Pairs in Tweet in G1:
[26] science,communication
[22] looking,science
[22] communication,teaching
[22] teaching,fellow
[22] fellow,join
[22] join,wellington
[22] wellington,team
[22] team,2019
[22] 2019,half
[22] half,time

Top Word Pairs in Tweet in G2:
[15] #sciartink,day
[14] amidotorg,#inktober2019
[14] #inktober2019,#penandink
[13] social,media
[13] check,out
[11] #sciart,#scicomm
[11] #scicomm,#science
[10] #penandink,#ink
[10] happy,halloween
[8] #scicomm,folks

Top Word Pairs in Tweet in G3:
[126] re,hiring
[126] hiring,ucdavis
[126] ucdavis,lot
[126] lot,top
[126] top,unique
[126] unique,research
[126] research,#r1
[126] #r1,institution
[126] institution,idyllic
[126] idyllic,city

Top Word Pairs in Tweet in G4:
[27] artists,illustrators
[27] #scicomm,#sciart
[26] calling,artists
[26] illustrators,louisiana
[26] louisiana,need
[26] need,local
[26] local,artists
[26] artists,#scicomm
[26] #sciart,project
[26] project,paid

Top Word Pairs in Tweet in G5:
[32] _atanas_,#ff
[19] #phdchat,#scicomm
[13] #scicomm,#academicchatter
[11] #inpst,#scicomm
[11] #academicchatter,#academictwitter
[8] #academicchatter,#scicomm
[8] #ff,chefegomez
[8] chefegomez,_inpst
[8] _inpst,chocolatierep
[8] chocolatierep,dra_teraizamesa

Top Word Pairs in Tweet in G6:
[52] land,grant
[52] grant,universities
[45] #scicomm,report
[45] faculty,attitudes
[44] universities,#scicomm
[44] report,out
[44] out,provides
[44] provides,first
[44] first,comprehensive
[44] comprehensive,assessment

Top Word Pairs in Tweet in G7:
[5] #scicomm,#academicchatter
[5] happy,halloween
[5] #sciart,#scicomm
[5] learn,more
[4] #scicomm,#science
[3] breast,cancer
[3] land,grant
[3] here,s
[3] new,research
[3] research,dept

Top Word Pairs in Tweet in G8:
[24] thanks,thanks
[17] #scicomm,#cdnpoli
[13] men,prostate
[13] prostate,cancer
[13] cancer,prevalent
[13] prevalent,cancer
[13] cancer,mortality
[13] mortality,rate
[13] rate,34
[13] 34,breast

Top Word Pairs in Tweet in G9:
[13] comscicon,atl
[13] atl,2020
[11] applications,ready
[11] ready,applications
[11] applications,comscicon
[11] 2020,open
[11] open,friday
[11] friday,open
[11] open,through
[10] here's,very

Top Word Pairs in Tweet in G10:
[12] fluoride,won
[12] won,t
[12] t,make
[12] make,dumber
[12] dumber,debate
[12] debate,safety
[12] safety,picardonhealth
[11] picardonhealth,fluoride
[11] picardonhealth,vi
[8] science,communication

Top Replied-To
Top Replied-To in Entire Graph:
@dukelemurcenter
@toulastake
@youtube
@bmutlupakdil
@wardofplants
@khayhoe
@shubawrite
@siricarpenter
@neurdy
@iubmb

Top Replied-To in G1:
@edurafi
@arghavan_salles
@mitk12videos
@hannelore_bove
@sust_seasnz
@big_data_kane
@elizabethbrico
@thebibliophile9
@goupilpath
@responsibleinno

Top Replied-To in G2:
@_niahjones
@elifecommunity
@janetiwasa
@nakedcapsid
@theinformedslp
@perdue366
@philofscicomm

Top Replied-To in G3:
@nguyen_4science
@wardofplants
@ari_eily
@lajoycemboning
@sparksciencenow
@beccacalisi
@gwenckatz
@itativcs
@perotmuseumcehj
@moefeliu

Top Replied-To in G4:
@youtube
@siricarpenter
@neurdy
@elocha19
@agu_scicomm
@micromaud
@purpleneurons
@kendallsciwrite
@michaelgalanin
@theagu

Top Replied-To in G5:
@tylerardphd
@rdmgrupo

Top Replied-To in G6:
@tiffanylohwater
@johnbesley
@machadodft

Top Replied-To in G7:

Top Replied-To in G8:
@toulastake
@mikeggibbs
@andybrookelmstn
@nolore
@jonkay
@william91548226
@a_story_of_a
@shannonrwatts
@justintrudeau
@angelia_wagner

Top Replied-To in G9:
@iubmb
@bridgetmcgann
@floodskinner
@scikoop
@scicomm_jc

Top Replied-To in G10:
@crackedscience
@davidhik
@tzazu_73
@yesatohsu
@cathcrawfbrown
@google
@nomencultured

Top Mentioned
Top Mentioned in Entire Graph:
@beccacalisi
@ucdavis
@moefeliu
@dnlee5
@wardofplants
@quantumofsalsa
@amgcarlton
@sacnas
@brossardd
@primary_immune

Top Mentioned in G1:
@primary_immune
@g4mma
@scievuw
@iamscicomm
@doublebeam
@tweetisaurus
@drdarsci
@deepgreendesign
@beccacalisi
@edurafi

Top Mentioned in G2:
@samillingworth
@amidotorg
@envisiondtp
@earlhaminst
@deepgreendesign
@scipolnetwork
@mcdfinearts
@endocrinepod
@sacnas

Top Mentioned in G3:
@beccacalisi
@ucdavis
@moefeliu
@dnlee5
@quantumofsalsa
@wardofplants
@sacnas
@renetta_tull
@ucdavisbiology
@sparksciencenow

Top Mentioned in G4:
@fromthelabbench
@theagu
@agu_scicomm
@lifeo
@sciencewriters
@hindawi
@tuhinsajjadsk1
@ecologyofshane
@elocha19
@thirdpod

Top Mentioned in G5:
@_atanas_
@biolution_net
@betteracademia
@grawoig
@_inpst
@dna_rna_uni
@academicchatter
@novogenels
@chocolatierep
@chefegomez

Top Mentioned in G6:
@brossardd
@scifri
@pknoepfler
@laurenjyoung617
@johnbesley
@c_holesovsky
@funkminister
@uw_lsc
@teraholtzwagner

Top Mentioned in G7:
@stemsnfronteras
@hassunelzafar

Top Mentioned in G8:
@deepgreendesign
@berlin_soapbox
@neetaoudit
@soapboxscience
@unn_tweets
@soapboxlagos
@fordnation
@stephenharper
@thejagmeetsingh
@tomilahren

Top Mentioned in G9:
@aaas
@_scicomm
@physanth
@comsciconatl
@scicomm_jc
@meetascientist
@joyfulmicrobe
@biochem_bri
@batsforlife
@kylemarian

Top Mentioned in G10:
@picardonhealth
@quest_eu
@univiu
@caulfieldtim
@jacopaso
@conciseeu
@alexgelle
@nomencultured
@johnwturnbull
@mcgillu

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@lindaleeking
@nosqldigest
@indiegametrends
@chuddles11
@chidambara09
@mccarrenbill
@gracemurphy2
@wildwalkerwoman
@eddarrell

Top Tweeters in G1:
@nosqldigest
@chidambara09
@pfanderson
@cyobinosuke
@rogueclassicist
@mtnpoet
@snrtg
@bblogrt
@drjengunter
@curexcomplex

Top Tweeters in G2:
@indiegametrends
@wildwalkerwoman
@alain_co
@safety_refinery
@_open_science_
@alwyvern
@deborahblum
@catrambo
@e_nterdiscipl
@christinatoms

Top Tweeters in G3:
@drugmonkeyblog
@jchrispires
@leafwarbler
@ibjiyongi
@moniquedhooghe
@needhibhalla
@drrubidium
@darth
@dnlee5
@phylogenomics

Top Tweeters in G4:
@eddarrell
@lianabrooks
@watchdogsniffer
@bloggerstribe
@cnn
@yahoonews
@buzzfeednews
@cipherequality
@qz
@cnnpolitics

Top Tweeters in G5:
@tess_blue815
@815wrldtrvlr
@drferdowsi
@klatubaradaniko
@sminaev2015
@katelovesneuro
@gizmodo
@wired
@laahimsa
@av693

Top Tweeters in G6:
@pecunium
@washingtonpost
@avocalistsrival
@vivek94890637
@joshrosenau
@specklight
@abatemanhouse
@gmopundit
@scifri
@estrela__

Top Tweeters in G7:
@mem_somerville
@frankdelia7
@zmcadler
@fascinatesci
@luhugerth
@grayfeist
@mavumavu91
@ceamer
@wakehamamr
@lindaunobel

Top Tweeters in G8:
@chuddles11
@gracemurphy2
@sexygirl798
@nembotavy_0101
@inky_mark
@carm2158
@deepgreendesign
@cindila2009
@mes200000
@mikeggibbs

Top Tweeters in G9:
@hood_biologist
@paleophile
@journalsentinel
@laelaps
@realtimechem
@braves
@janfreedman
@kristinhenry
@papeloncuy
@rodneyrohde

Top Tweeters in G10:
@el_pais
@whaaf
@picardonhealth
@google
@jimmyroybloom
@diraquel
@echinoblog
@caulfieldtim
@thebertmcgill
@euscienceinnov


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