scicomm, Twitter, 5/28/2019 3:23:22 PM, 198295


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scicomm_2019-05-28_05-10-41.xlsx
scicomm_2019-05-28_05-10-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2I8JERE
@scicommbot
@_open_science_
@myfrogcroaked
@xiaofei_lin
@agu_scicomm
@caulfieldtim
@_oldmandownther
@primary_immune
@courtneyballin6
@youtube

Top hashtags:
#scicomm
#science
#sciart
#impostersyndrome
#climatechange

Description:
Description
The graph represents a network of 4,725 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, 28 May 2019 at 12:13 UTC.

The requested start date was Tuesday, 28 May 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 4-day, 1-hour, 29-minute period from Thursday, 23 May 2019 at 13:08 UTC to Monday, 27 May 2019 at 14:37 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 : 4725
Unique Edges : 6857
Edges With Duplicates : 1883
Total Edges : 8740
Number of Edge Types : 3
Mentions : 7718
Replies to : 182
Tweet : 840
Self-Loops : 840
Reciprocated Vertex Pair Ratio : 0.0519342065184283
Reciprocated Edge Ratio : 0.0987404082814536
Connected Components : 435
Single-Vertex Connected Components : 132
Maximum Vertices in a Connected Component : 3497
Maximum Edges in a Connected Component : 7436
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.398483
Graph Density : 0.000309440927561165
Modularity : 0.688729
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[30] https://cjb-rcb.ca/index.php/cjb-rcb/article/view/141#.XOgTmVsZNSo.twitter
[18] https://twitter.com/biotweeps/status/1131320358093639682
[15] https://eos.org/articles/podcast-a-tale-of-two-journeys
[13] https://www.ozy.com/rising-stars/the-man-behind-crispr-20-aims-to-make-genetic-disease-a-thing-of-the-past/93693
[12] https://geocollnews.wordpress.com/2019/05/23/an-ediacaran-odyssey/
[11] https://www.etsy.com/shop/StrainShadowDesigns/sold
[10] http://sciteum.com/iypt
[9] https://paperboys.pinecast.co/episode/744e2e2e9ccf4b57/are-synthetic-genomes-in-our-future-?utm_content=buffer0dad1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://attendee.gotowebinar.com/register/6998521651419712525
[8] http://fw.to/aDRrWca

Top URLs in Tweet in G1:
[15] https://eos.org/articles/podcast-a-tale-of-two-journeys
[8] https://attendee.gotowebinar.com/register/6998521651419712525
[7] https://bsasheffield.org/2018/06/25/mixology-laboratory-at-pint-of-science-sheffield-2018/
[5] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JC014655
[5] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/
[4] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JC014568
[4] https://blogs.agu.org/sciencecommunication/2019/05/23/take-your-lab-to-the-ocean/
[4] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018WR023665
[3] https://okt.to/HIVezZ
[3] https://twitter.com/agentfitz777/status/1131784044788768768

Top URLs in Tweet in G2:
[8] http://sciteum.com/iypt
[5] https://www.theatlantic.com/health/archive/2019/05/warm-offices-women-productivity/589966/
[4] https://twitter.com/tristan_dupree/status/1131478995424423936
[4] https://www.youtube.com/watch?v=8uYXXyRNhBI

[3] https://twitter.com/nicoleerceg/status/1131207669476466688
[3] https://www.jenabioscience.com/about-us/news-blog/3269-fission-impossible-non-hydrolyzable-nucleotide-analogs
[3] https://twitter.com/biotweeps/status/1131320358093639682
[3] https://blogs.plos.org/scicomm/2019/02/11/predatory-publishers-want-to-write-your-autobiography/
[2] https://wissenschaftkommuniziert.wordpress.com/
[2] https://lnkd.in/dhybXBY

Top URLs in Tweet in G3:
[2] https://twitter.com/ciciblumstein/status/1132301950056378369
[1] https://www.patreon.com/MyFrogCroaked?utm_medium=social&utm_source=twitter&utm_campaign=creatorshare2
[1] https://twitter.com/MyFrogCroaked/status/1130822822954242049
[1] https://www.instagram.com/myfrogcroaked/
[1] https://www.youtube.com/watch?v=chxqNoX0SgM&feature=youtu.be

[1] https://www.sciencefriday.com/videos/the-unisexuals-a-story-of-salamanders-and-sex/
[1] https://twitter.com/wcherp/status/1131723748330037248
[1] https://sedo.com/search/details.php4?domain=super.computer
[1] https://twitter.com/thebrandonmorse/status/1131550049920536576

Top URLs in Tweet in G4:
[3] https://twitter.com/biotweeps/status/1131320358093639682
[3] https://twitter.com/AASciences/status/1132203418527965184
[3] https://twitter.com/AASciences/status/1131552202458378241
[2] https://twitter.com/xiaofei_lin/status/1132316613506551809
[2] https://twitter.com/OfficialPhDSOS/status/1131548641146093568
[2] https://twitter.com/dandq/status/1129096428998057986
[2] https://twitter.com/historyatnih/status/1132617628386713600
[1] https://peiqinsabrina.wordpress.com/2019/01/26/this-holiday-i-learn-about-self-care/
[1] https://twitter.com/EstOdek/status/1132383763479040001
[1] https://www.nobelprize.org/womenwhochangedscience/stories/ada-yonath

Top URLs in Tweet in G5:
[2] https://comscicon.com/comscicon-michigan-2019
[2] https://twitter.com/SarahMackAttack/status/1131596531939905536
[1] https://www.etsy.com/listing/206259731/lavender-lotus-brain-original-watercolor?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1558617237000&utm_term=so.slt
[1] https://twitter.com/Addgene/status/1131547534973919232
[1] https://www.nationalgeographic.org/projects/sciencetelling-bootcamp/
[1] https://twitter.com/DoctorVive/status/1131556645530722304
[1] https://blogs.plos.org/scicomm/2019/05/22/hashtag-scicomm-how-social-media-platforms-are-shaping-the-future-of-science/
[1] https://twitter.com/ph_d_epression/status/1130976574629715968
[1] https://pudding.cool/2017/03/film-dialogue/
[1] https://twitter.com/germreport/status/1131572505733414913

Top URLs in Tweet in G6:
[5] https://blogs.plos.org/scicomm/2019/05/22/hashtag-scicomm-how-social-media-platforms-are-shaping-the-future-of-science/
[4] http://sites.nationalacademies.org/DBASSE/Sci_Comm_Partnership_Award/index.htm
[3] https://twitter.com/joesbigidea/status/1131683120963567618
[3] https://camfm.co.uk/
[2] https://massivesci.com/consortium/
[2] https://twitter.com/joyfulmicrobe/status/1131722020503396354
[2] https://justinedees.com/2019/05/23/why-dont-we-use-antibiotics-for-viral-infections/
[1] https://twitter.com/SkypeScientist/status/1132734409839403011
[1] https://twitter.com/CORENansen/status/1131246844493869057
[1] https://twitter.com/massivesci/status/1131990830661685249

Top URLs in Tweet in G7:
[3] https://twitter.com/biotweeps/status/1131320358093639682
[2] https://www.linkedin.com/jobs/view/1286074099/
[2] https://twitter.com/jesse_a/status/1131881008494731264
[2] https://zoom.us/j/794443576
[1] http://www.artbiocultivo.org/
[1] https://twitter.com/ConnectingSci/status/1131545350332923905
[1] https://wp.deakin.edu.au/deakinsso_242366117/2019/04/07/game-of-drones/
[1] https://twitter.com/nakedcapsid/status/1126183055717068800
[1] https://academic.oup.com/spp/advance-article/doi/10.1093/scipol/scz024/5491606
[1] https://twitter.com/richmondlyfe/status/1131942646446845952

Top URLs in Tweet in G8:
[5] https://www.youtube.com/watch?v=tVcEEw6qbBQ

[2] https://www.youtube.com/watch?v=YbdkbCU20_M&feature=youtu.be

[2] https://www.youtube.com/watch?v=8FqlTslU22s&feature=youtu.be

[1] https://www.youtube.com/watch?v=oefAI2x2CQM&feature=youtu.be

[1] https://www.youtube.com/watch?v=h2xufrHWG3E&feature=youtu.be

[1] https://www.amoebasisters.com/our-videos.html
[1] https://www.youtube.com/watch?v=tVcEEw6qbBQ&feature=youtu.be

[1] https://www.youtube.com/watch?v=FGnS-Xk0ZqU&feature=youtu.be

[1] https://www.youtube.com/watch?v=4Eo7JtRA7lg&feature=youtu.be

[1] https://www.youtube.com/watch?v=Ptmlvtei8hw&feature=youtu.be


Top URLs in Tweet in G9:
[5] https://medium.com/stem-and-culture-chronicle/becoming-a-scientist-abroad-seven-strategies-for-going-global-1605e12dfcdc
[4] https://thefemalescientist.com/portrait/caitlin-looby/1316/meet-dr-caitlin-looby-a-biologist-passionate-about-the-tropics-climate-change-and-science-communication/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#849666375920603137-tw#1506313636314#710292192484068-fp#1512905620530#849666375920603137-tw#1519489121623#849666375920603137-tw#1519579452202
[2] https://brynstein.wordpress.com/2019/05/19/vultures-the-hidden-victims-of-hunting/
[1] https://extension.ucsd.edu/courses-and-programs/expert-strategies-and-skills-for-medical-and-scientific-communication?utm_source=twitter&utm_medium=social&utm_campaign=medical-writing&utm_content=sms-link
[1] https://thefemalescientist.com/article/alex-fitzpatrick/1751/how-i-learned-to-stop-worrying-and-embrace-social-media-for-science/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#710292192484068-fp#1514620019869#710292192484068-fp#1515940056629#849666375920603137-tw#1518351724830#849666375920603137-tw#1520770714349
[1] https://thefemalescientist.com/guide/contactthefemalescientist-com/318/how-to-get-involved/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#849666375920603137-tw#1515330504636#849666375920603137-tw#1520181206964#849666375920603137-tw#1520486737804
[1] https://blog.addgene.org/tips-to-make-the-most-of-a-scientific-conference
[1] https://500womenscientists.org/resources
[1] https://journals.sagepub.com/doi/abs/10.1177/0018726719828449?fbclid=IwAR1ywcdd2eVKHnm0rVAJDa_XD2p7RowbOMoWnKhjIFTdbF8HQ0PSFaEyrQg&journalCode=huma
[1] https://twitter.com/AGU_SciComm/status/1131488722887872512

Top URLs in Tweet in G10:
[30] https://cjb-rcb.ca/index.php/cjb-rcb/article/view/141#.XOgTmVsZNSo.twitter
[8] http://fw.to/aDRrWca
[5] https://mcgill.ca/x/ZqY
[3] http://theconversation.com/whats-wrong-with-those-anti-vaxxers-theyre-just-like-the-rest-of-us-117548?utm_source=twitter&utm_medium=twitterbutton
[2] https://twitter.com/ASTHO/status/1131617656371654657
[1] https://twitter.com/CaulfieldTim/status/1131953026481082374
[1] https://twitter.com/Farzad_MD/status/1131603050928459777
[1] https://twitter.com/meganranney/status/1131981398481547264
[1] https://twitter.com/bruce_y_lee/status/1132001770127937538
[1] https://mcgill.ca/oss/article/general-science/censoring-science-communication-screaming-defamation

Top Domains
Top Domains in Tweet in Entire Graph:
[403] twitter.com
[71] youtube.com
[31] cjb-rcb.ca
[26] wordpress.com
[25] wiley.com
[24] co.uk
[16] ac.uk
[16] plos.org
[15] eos.org
[15] nature.com

Top Domains in Tweet in G1:
[46] twitter.com
[18] wiley.com
[15] eos.org
[12] okt.to
[10] scienceforprogress.eu
[9] gotowebinar.com
[8] agu.org
[7] bsasheffield.org
[6] youtube.com
[5] sagepub.com

Top Domains in Tweet in G2:
[56] twitter.com
[11] sciteum.com
[8] youtube.com
[5] theatlantic.com
[4] wordpress.com
[4] jenabioscience.com
[3] plos.org
[3] dw.com
[3] timescavengers.blog
[2] com.au

Top Domains in Tweet in G3:
[5] twitter.com
[1] patreon.com
[1] instagram.com
[1] youtube.com
[1] sciencefriday.com
[1] sedo.com

Top Domains in Tweet in G4:
[21] twitter.com
[2] faseb.org
[1] wordpress.com
[1] nobelprize.org
[1] ow.ly
[1] animateyour.science
[1] cultofpedagogy.com
[1] echorivera.com
[1] teachable.com

Top Domains in Tweet in G5:
[42] twitter.com
[2] comscicon.com
[2] eventbrite.com
[2] t.co
[2] org.au
[2] chemistryviews.org
[1] etsy.com
[1] nationalgeographic.org
[1] plos.org
[1] pudding.cool

Top Domains in Tweet in G6:
[13] twitter.com
[8] plos.org
[4] justinedees.com
[4] nationalacademies.org
[3] co.uk
[2] massivesci.com

Top Domains in Tweet in G7:
[12] twitter.com
[2] linkedin.com
[2] zoom.us
[1] artbiocultivo.org
[1] edu.au
[1] oup.com
[1] bmj.com
[1] youtube.com
[1] successfactors.eu
[1] myworkdayjobs.com

Top Domains in Tweet in G8:
[21] youtube.com
[2] publiccommentproject.org
[2] twitter.com
[1] amoebasisters.com
[1] stanrsst.ca
[1] signalsblog.ca
[1] cdninstagram.com
[1] buffer.com
[1] nytimes.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[6] thefemalescientist.com
[5] twitter.com
[5] medium.com
[2] ucsd.edu
[2] wordpress.com
[1] addgene.org
[1] 500womenscientists.org
[1] sagepub.com
[1] youtube.com
[1] moonfruit.com

Top Domains in Tweet in G10:
[31] cjb-rcb.ca
[8] fw.to
[7] mcgill.ca
[6] twitter.com
[3] theconversation.com
[1] ppl.pt

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2612] scicomm
[284] science
[135] sciart
[96] impostersyndrome
[81] climatechange
[80] sciencetwitter
[71] outreach
[63] phdchat
[63] snrtg
[63] pint19



Top Hashtags in Tweet in G1:
[394] scicomm
[65] science
[37] sciart
[37] pint19reading
[29] pint19
[17] climatechange
[15] bsasheffield
[14] podcast
[13] scisummary
[11] scipol

Top Hashtags in Tweet in G2:
[324] scicomm
[37] science
[17] climatechange
[16] outreach
[12] sundayfishsketch
[12] sciart
[11] womeninstem
[9] iypt2019
[9] sciencetwitter
[9] education

Top Hashtags in Tweet in G3:
[23] scicomm
[20] turtles
[19] worldturtleday
[19] extinction
[9] wildlife
[9] salamanders
[8] herp
[6] snakecuteoff
[6] instagram
[6] environment

Top Hashtags in Tweet in G4:
[90] impostersyndrome
[41] scicomm
[14] phdchat
[12] conference
[12] free
[6] scipol
[5] phdlife
[5] phd
[5] temnospondyltuesday
[5] temnospondylthursday

Top Hashtags in Tweet in G5:
[138] scicomm
[20] science
[8] sciencetwitter
[7] stem
[6] sciart
[5] phdlife
[4] phdchat
[4] chemistry
[4] climatechange
[4] podcast

Top Hashtags in Tweet in G6:
[75] scicomm
[8] sciencetwitter
[6] pint19
[5] science
[4] microbiology
[4] microbes
[4] blog
[4] 365daysofscience
[3] blogger
[3] joyfulmicrobe

Top Hashtags in Tweet in G7:
[52] scicomm
[13] sainanochats
[6] scicommjobs
[4] scicommjc
[4] sciencematters
[3] scicommjob
[3] phdchat
[3] ologies
[2] socialmedia
[2] sciart

Top Hashtags in Tweet in G8:
[37] scicomm
[8] sciart
[6] sciencetwitter
[5] science
[5] climatechange
[5] climatechangeisreal
[4] argentina
[3] pubcomm
[3] kidlitart
[3] outreach

Top Hashtags in Tweet in G9:
[82] scicomm
[31] harassment
[15] womeninscience
[10] paper
[5] science
[4] climatechange
[4] sciart
[4] stem
[4] steam
[4] sciedu

Top Hashtags in Tweet in G10:
[21] scicomm
[5] oss20th
[3] fakenews
[2] scienceploitation
[2] health
[2] measles
[2] gunviolence
[2] publichealth
[1] scipol
[1] slapp

Top Words
Top Words in Tweet in Entire Graph:
[5385] Words in Sentiment List#1: Positive
[1431] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[117350] Non-categorized Words
[124166] Total Words
[2608] #scicomm
[816] science
[423] new
[409] more
[361] s

Top Words in Tweet in G1:
[394] #scicomm
[133] science
[75] more
[65] #science
[53] agu_scicomm
[51] s
[50] w
[48] scientists
[47] creativerxns
[46] great

Top Words in Tweet in G2:
[319] #scicomm
[91] science
[63] out
[62] great
[44] day
[41] new
[41] here
[39] time
[37] #science
[37] s

Top Words in Tweet in G3:
[270] myfrogcroaked
[221] good
[221] slime
[221] mold
[221] even
[220] love
[220] animal
[220] pulsates
[220] communicates
[220] possibly

Top Words in Tweet in G4:
[105] science
[102] xiaofei_lin
[90] #impostersyndrome
[90] understand
[90] enough
[89] past
[89] told
[89] talk
[89] smart
[89] alternate

Top Words in Tweet in G5:
[138] #scicomm
[20] science
[20] #science
[13] here
[12] more
[10] scicomm
[10] s
[9] good
[9] out
[9] new

Top Words in Tweet in G6:
[75] #scicomm
[29] nakedcapsid
[22] blog
[21] new
[21] c
[20] latest
[18] science
[18] t
[18] social
[18] media

Top Words in Tweet in G7:
[52] #scicomm
[30] join
[25] background
[22] check
[18] out
[17] excited
[17] science
[17] tuesday
[16] professional
[16] er

Top Words in Tweet in G8:
[37] #scicomm
[27] youtube
[13] paulhbeckwith
[12] amoebasisters
[12] iag2u
[12] grist
[12] allanmargolin
[12] realdonaldtrump
[12] yalee360
[12] chinauncensored

Top Words in Tweet in G9:
[82] #scicomm
[38] more
[34] talking
[32] resources
[32] inclusive
[31] free
[31] ending
[31] #harassment
[31] policy
[31] makers

Top Words in Tweet in G10:
[68] caulfieldtim
[56] new
[56] health
[55] misinformation
[55] power
[55] narrative
[55] messaging
[41] public
[38] sphere
[30] paper

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[242] love,good
[242] slime,mold
[236] good,slime
[236] mold,animal
[236] animal,pulsates
[236] pulsates,communicates
[236] communicates,possibly
[236] possibly,even
[236] even,learns
[236] learns,remembers

Top Word Pairs in Tweet in G1:
[37] social,media
[28] learn,more
[26] #pint19reading,creativerxns
[21] south,pole
[21] plain,language
[21] language,abstract
[20] #scicomm,tool
[19] come,join
[19] webinar,social
[19] media,valuable

Top Word Pairs in Tweet in G2:
[26] check,out
[18] shares,2019
[18] 2019,ncse
[18] ncse,friend
[18] friend,planet
[18] planet,award
[15] social,media
[13] science,communication
[12] congratulations,heidicullen
[11] discussion,thread

Top Word Pairs in Tweet in G3:
[221] slime,mold
[220] love,good
[220] good,slime
[220] mold,animal
[220] animal,pulsates
[220] pulsates,communicates
[220] communicates,possibly
[220] possibly,even
[220] even,learns
[220] learns,remembers

Top Word Pairs in Tweet in G4:
[89] past,#impostersyndrome
[89] #impostersyndrome,told
[89] told,understand
[89] understand,science
[89] science,talk
[89] talk,smart
[89] smart,enough
[89] enough,alternate
[88] xiaofei_lin,past
[12] want,quick

Top Word Pairs in Tweet in G5:
[5] #science,#scicomm
[3] learn,more
[3] social,media
[3] love,#scicomm
[3] work,#scicomm
[3] looking,forward
[3] #phdlife,#scicomm
[3] few,days
[3] #scicomm,#sciart
[2] #sciart,#scicomm

Top Word Pairs in Tweet in G6:
[18] social,media
[13] blog,post
[13] viral,infections
[10] #scicomm,alert
[10] alert,thenasem
[10] thenasem,created
[10] created,scientific
[10] scientific,communication
[10] communication,partnership
[10] partnership,award

Top Word Pairs in Tweet in G7:
[16] check,out
[16] tuesday,join
[16] join,professional
[16] professional,#scicomm
[16] #scicomm,er
[16] er,moefeliu
[16] moefeliu,screening
[16] screening,latest
[16] latest,background
[16] background,breakthrough

Top Word Pairs in Tweet in G8:
[13] youtube,paulhbeckwith
[12] paulhbeckwith,iag2u
[12] iag2u,grist
[12] grist,allanmargolin
[12] allanmargolin,realdonaldtrump
[12] realdonaldtrump,yalee360
[12] yalee360,chinauncensored
[12] chinauncensored,climatebrad
[8] huge,thanks
[7] choosing,stem

Top Word Pairs in Tweet in G9:
[31] free,resources
[31] resources,#scicomm
[31] #scicomm,ending
[31] ending,#harassment
[31] #harassment,talking
[31] talking,policy
[31] policy,makers
[31] makers,planning
[31] planning,inclusive
[31] inclusive,meetings

Top Word Pairs in Tweet in G10:
[55] health,misinformation
[55] misinformation,power
[55] power,narrative
[55] narrative,messaging
[44] caulfieldtim,new
[38] messaging,public
[38] public,sphere
[30] new,paper
[29] paper,health
[28] sphere,b

Top Replied-To
Top Replied-To in Entire Graph:
@guertin
@nakedcapsid
@youtube
@sciencewithtyus
@sarahmackattack
@naomioreskes
@academicchatter
@jacquelyngill
@msjturnbull
@kyliesturgess

Top Replied-To in G1:
@guertin
@msjturnbull
@kyliesturgess
@sciencenatty
@josebilingue
@gosynth
@mchughsiobhan
@jacquelyngill
@agu_scicomm
@katerinadkand

Top Replied-To in G2:
@naomioreskes
@ella_beaudoin
@isro
@ssappurisa3
@phdelery
@rawlsmd
@litanpoe
@h2cents
@tlhbeersociety
@fmbrewing

Top Replied-To in G4:
@academicchatter
@shannonsnicley
@sciublog
@sciency_clarice

Top Replied-To in G6:
@nakedcapsid
@massivesci
@amandafreise
@colmcnasty
@janetteedson
@balloulab

Top Replied-To in G7:
@footnotemedia
@thestemsquad
@shauhinalavi

Top Replied-To in G8:
@youtube

Top Replied-To in G9:
@alpinewaves
@iamscicomm

Top Replied-To in G10:
@vprasadmdmph

Top Mentioned
Top Mentioned in Entire Graph:
@myfrogcroaked
@xiaofei_lin
@agu_scicomm
@primary_immune
@caulfieldtim
@soapboxscience
@creativerxns
@courtneyballin6
@theagu
@pintofscience

Top Mentioned in G1:
@agu_scicomm
@creativerxns
@pintofscience
@beccalize
@theagu
@bsa_sheffield
@sheffoodfest
@15x4munich
@brewdogreading
@npr_ed

Top Mentioned in G2:
@heidicullen
@paleoparadox
@ncse
@mbari_news
@neurotweeps
@cosplay4science
@brittandbone
@timescavengers
@soapboxscience
@drkatfish

Top Mentioned in G3:
@myfrogcroaked
@pat
@katieggarrett
@wcherp
@ciciblumstein
@stevoallain
@patreon
@jerutter
@joesbigidea
@oieanimalhealth

Top Mentioned in G4:
@xiaofei_lin
@animate_science
@pngsabrina
@academicchatter
@luludedro
@micbodunrin
@koskinonodon
@uwmadison
@echoechor
@faseborg

Top Mentioned in G5:
@scientistmel
@comsciconmi
@mpi_ie
@gradblogger
@isgpforum

Top Mentioned in G6:
@nakedcapsid
@scicommplos
@thenasem
@wjsullivan
@germhuntermd
@tmccarty2010
@ariellelbaker
@joyfulmicrobe
@r
@justineldees

Top Mentioned in G7:
@moefeliu
@beccacalisi
@springernature
@christineliuart
@stemadvocacy
@scicomm_jc
@tscicommunity
@biomedcentral
@biorender
@herstemstory

Top Mentioned in G8:
@youtube
@amoebasisters
@paulhbeckwith
@iag2u
@grist
@allanmargolin
@realdonaldtrump
@yalee360
@chinauncensored
@climatebrad

Top Mentioned in G9:
@500womensci
@scientistfemale
@alpinewaves
@geolatinas
@lefsrud
@kylemarian
@addgene
@edinburghuni
@ucsdextension
@iibce

Top Mentioned in G10:
@caulfieldtim
@b
@mcgilloss
@brownj_ihe
@picardonhealth
@ryarmst
@crackedscience
@ctvmontreal
@carlyweeks

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@sectest9
@nosqldigest
@edinburghwatch
@digestwordpress
@chidambara09
@guardian
@eltiempo
@femalebloggerrt
@threadreaderapp

Top Tweeters in G1:
@femalebloggerrt
@ukbloggers1
@lovingblogs
@agentfitz777
@newshubnz
@inf
@eastreadingcom
@bloggerbees
@_open_science_
@jacquelyngill

Top Tweeters in G2:
@coral
@solhog
@ceobillionaire
@serve4impact
@bg_grace
@darth
@dawnbazely
@gerardyvanovich
@maggotofwar_
@michaelemann

Top Tweeters in G3:
@gamiliell
@oteachjohn
@alisonborealis
@brx0
@whatmollysaid
@tristanbergh
@pwpgarden
@operationoxygen
@the_spiderwife
@philj_rose

Top Tweeters in G4:
@academicchatter
@catspyjamasnz
@uwmadison
@pvineetha
@uniofadelaide
@sharon_schembri
@cierranstuff
@echoechor
@gogmum
@daotivedaniel

Top Tweeters in G5:
@sciseekfeed
@satisphactionio
@may_gun
@mtmdphd
@artologica
@madscikat
@revkin
@scientistmel
@izzypie101
@laurie_winkless

Top Tweeters in G6:
@philshapiro
@astrokatie
@paulcoxon
@nico_amiri
@wilte
@caitvw
@fatendhawi
@wakehamamr
@plos
@r

Top Tweeters in G7:
@needhibhalla
@imagoapps
@biotweeps
@ctitusbrown
@eldon78
@envpolicycenter
@moefeliu
@biomedcentral
@ashishbohora
@isntd_press

Top Tweeters in G8:
@cnn
@yahoonews
@buzzfeednews
@qz
@cnnpolitics
@voxdotcom
@weatherchannel
@_oldmandownther
@grist
@myfairobserver

Top Tweeters in G9:
@tenneynaumer
@amcell
@paleophile
@teunemans
@zanaines
@iamscicomm
@helengrayibclc
@katitarian
@louwoodley
@stemettes

Top Tweeters in G10:
@drjengunter
@ctvmontreal
@picardonhealth
@bigjmcc
@psurvivalist
@diraquel
@caulfieldtim
@cathyfarrow1
@doctor_david
@retireathomebg