scicomm, Twitter, 10/27/2019 2:44:14 AM, 214414


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scicomm_2019-10-26_17-40-16.xlsx
scicomm_2019-10-26_17-40-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 27, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2pgfp60
@scicommbot
@_open_science_
@femtech_
@repealist_
@dna_rna_uni
@huwmjames
@readmorescience
@sciencemagazine
@spaceboffin
@udemischa

Top hashtags:
#scicomm
#science
#sciart
#wisskomm
#phdchat
#academicchatter
#wissenschaft

Description:
Description
The graph represents a network of 4,752 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, 27 October 2019 at 00:41 UTC.

The requested start date was Sunday, 27 October 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, 13-hour, 30-minute period from Wednesday, 23 October 2019 at 01:59 UTC to Friday, 25 October 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 : 4752
Unique Edges : 6952
Edges With Duplicates : 2363
Total Edges : 9315
Number of Edge Types : 3
Mentions : 8335
Tweet : 781
Replies to : 199
Self-Loops : 781
Reciprocated Vertex Pair Ratio : 0.0587803085966201
Reciprocated Edge Ratio : 0.111034004163775
Connected Components : 438
Single-Vertex Connected Components : 123
Maximum Vertices in a Connected Component : 3318
Maximum Edges in a Connected Component : 7561
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.736916
Graph Density : 0.000319133593707368
Modularity : 0.681261
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,752 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, 27 October 2019 at 00:41 UTC.

The requested start date was Sunday, 27 October 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, 13-hour, 30-minute period from Wednesday, 23 October 2019 at 01:59 UTC to Friday, 25 October 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:
[29] https://www.amoebasisters.com/gifs.html
[17] https://www.youtube.com/watch?v=g4IiUTZ_XsU

[9] https://stm.sciencemag.org/content/10/434/eaan2306?intcmp=trendmd-stm
[9] https://www.helmholtz-horizons.de/
[9] https://pierre-markuse.net/2019/10/22/sentinel-1-sar-data-visualization-in-eo-browser-using-a-custom-script/
[9] https://www.pnas.org/content/early/2019/10/16/1915986116
[8] https://drive.google.com/open?id=1Ys7RbWv5NQvSVn-u6AxRZORhZuekjQSf
[7] https://undark.org/2019/10/24/more-inclusive-science-journalism-is-better-science-journalism/
[7] https://medium.com/scicomm-book-reviews/science-and-the-politics-of-openness-here-be-monsters-88f1889e908a
[6] https://jcom.sissa.it/archive/18/04/JCOM_1804_2019_C01

Top URLs in Tweet in G1:
[8] https://drive.google.com/open?id=1Ys7RbWv5NQvSVn-u6AxRZORhZuekjQSf
[5] http://innovationstories.se
[4] https://www.ecsite.eu/activities-and-services/news-and-publications/digital-spokes/issue-56#section=section-indepth&href=/feature/depth/we-need-better-problems
[4] https://jcom.sissa.it/archive/18/04/JCOM_1804_2019_C01
[4] https://twitter.com/AnuragAgrawalMD/status/1186890674186018816
[4] https://twitter.com/sdu_phd/status/1178928861016416256
[4] http://www.wordybirdstudio.com/blog/2019/10/22/reflections-on-ice-wais-workshop-2019
[3] https://esajournals.onlinelibrary.wiley.com/doi/full/10.1002/fee.2084
[3] https://www.mpg.de/14022269/journalist-in-residence-19
[3] https://www.sciencemug.com/2019/10/happy-birthday-alfred-nobel-aka-mr.html

Top URLs in Tweet in G2:
[4] https://www.worldpdcoalition.org/page/Glossary
[3] https://twitter.com/AliciaAHidalgo/status/1186831784060903425
[3] https://twitter.com/AdrianaBriscoe/status/1187007283261100035
[3] https://www.youtube.com/channel/UCi0v2MFRN_1DRXSlkzn4a2w
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JF004683
[2] https://www.quora.com/What-would-you-want-in-a-course-on-science-communication
[2] https://twinybots.ch/
[2] https://boiseions.wordpress.com/2019/10/20/october-ions-meeting/
[2] https://twitter.com/vusciencepolicy/status/1187368495983538176
[2] https://twitter.com/themadstone/status/1187070568652328961

Top URLs in Tweet in G3:
[8] https://www.pnas.org/content/early/2019/10/16/1915986116
[5] https://www.facebook.com/commitaust/
[4] http://chemforyourlife.transisitor.fm
[4] https://www.sciencemag.org/news/2019/10/evidence-links-poliolike-disease-children-common-type-virus
[3] https://www.spr.ac.uk/news/when-19thcentury-spirit-photographer-claimed-capture-ghosts-through-his-lens
[3] https://www.quantamagazine.org/google-and-ibm-clash-over-quantum-supremacy-claim-20191023/
[3] https://www.scepticisme-scientifique.com/episode-448-discussion-autour-de-latheisme-agnostique/
[3] https://lynnemctaggart.com/spooky-computing-at-a-distance/
[2] https://zoom.us/j/6663640556
[2] https://www.quantamagazine.org/dueling-brain-waves-anchor-or-erase-learning-during-sleep-20191024/

Top URLs in Tweet in G4:
[4] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1006914
[3] https://stm.sciencemag.org/content/10/434/eaan2306?intcmp=trendmd-stm
[2] https://inpst.net/early-career-setback-and-future-career-impact/
[2] https://linkinghub.elsevier.com/retrieve/pii/S0025326X19307854
[2] https://www.simplescicomm.blog/
[1] https://twitter.com/MAG2ART/status/1187588423646879744
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-019-1711-4
[1] https://twitter.com/xiaofei_lin/status/1187113063708708865
[1] https://twitter.com/iambhutia/status/1186888642133819393
[1] https://inpst.net/icnpu-2019-the-final-countdown-to-the-start-of-the-conference/

Top URLs in Tweet in G5:
[3] https://twitter.com/mbabwahsingh/status/1187377230550392832
[1] https://twitter.com/iamscicomm/status/1186687537936396293
[1] https://ipscell.com/2019/10/if-youve-had-a-stem-cell-therapy-how-was-your-experience/
[1] https://innovativegenomics.org/crispr-consensus-symposium/
[1] https://www.thehindu.com/news/cities/Hyderabad/csir-labs-to-sponsor-science-inclined-students-to-iisf/article29780417.ece
[1] https://twitter.com/CSIR_IND/status/1187582663286083584
[1] https://twitter.com/indianscinews/status/1187635705964449792
[1] https://twitter.com/NIPGRsocial/status/1186852856969646081
[1] https://twitter.com/DBTIndia/status/1186242438756626433
[1] https://commons.wikimedia.org/wiki/Main_Page

Top URLs in Tweet in G6:
[6] https://stm.sciencemag.org/content/10/434/eaan2306?intcmp=trendmd-stm
[3] https://www.frontiersin.org/articles/10.3389/fpls.2019.00360/full
[2] https://www.youtube.com/watch?v=cwDRZGj2nnY

[1] https://www.embopress.org/doi/pdf/10.1038/emboj.2013.17
[1] https://www.youtube.com/watch?v=GI6pHX28aLY

[1] http://blogs.nature.com/naturejobs/2014/11/03/how-to-get-published-in-high-impact-journals-big-research-and-better-writing/
[1] https://link.springer.com/article/10.1007/s00299-016-2047-2
[1] http://www.plantphysiol.org/content/early/2019/09/20/pp.19.00608/tab-figures-data
[1] https://link.springer.com/article/10.1007/s00299-016-2056-1
[1] https://link.springer.com/article/10.1007/s00299-017-2098-z

Top URLs in Tweet in G7:
[2] https://soundcloud.com/isgps-the-forum/episode-105
[1] https://authorservices.taylorandfrancis.com/tweet-your-research/?utm_source=twitter&utm_medium=social&utm_campaign=JOB08205&utm_term=post
[1] https://twitter.com/ncgnl/status/1186902868667912192
[1] https://twitter.com/ncgnl/status/1186895109809463302
[1] https://twitter.com/HashtagSciences/status/1186689197396123648
[1] https://twitter.com/nhm_london/status/1067365000606568448?lang=en
[1] http://www.scienceforthepeople.ca/episodes/science-journalism-hold-the-hype
[1] https://www.bridgingthegaps.ie/2019/10/the-technology-trap-and-the-future-of-work-with-dr-carl-frey/
[1] https://twinybots.ch/
[1] https://boiseions.wordpress.com/2019/10/20/october-ions-meeting/

Top URLs in Tweet in G8:
[1] https://www.linkedin.com/pulse/join-us-future-scicomm-workshop-dublin-prof-alexander-gerber
[1] https://twitter.com/IUNewsroom/status/1187073146295336961
[1] https://fusefm.co.uk/

Top URLs in Tweet in G9:
[3] http://stevenallain.co.uk/Blog/scifri-tetzoocon-2019/
[1] https://twitter.com/VanessaPirotta/status/1184627572782448641?s=20
[1] https://twitter.com/_fvachon/status/1186012353294491648?s=20
[1] https://twitter.com/danirabaiotti/status/1186653975224946688
[1] https://twitter.com/SarahMackAttack/status/1186843206324912128
[1] https://twitter.com/ArjDheer/status/1093904941922611201
[1] https://hyena-project.com/the-clans/shamba-comeback-kids/
[1] https://hyena-project.com/2018/11/22/friends-over-muscles-how-female-hyenas-came-to-dominate-males/
[1] https://twowomensci.wordpress.com/2019/10/24/skype-a-scientist-2019/
[1] https://twitter.com/digitwithraven/status/1187621688470622208

Top URLs in Tweet in G10:
[1] https://www.nature.com/articles/doi:10.1038/s41564-018-0177-8.epdf?shared_access_token=7kVhgsofmo3O3nIZ0UwiitRgN0jAjWel9jnR3ZoTv0NEn6tbggQqW9JKrjczYLaJu3gF3aW0Iy0j-NH6FSMjlNRhgi6lIXubO_woqSKZSijEXktD0vZywKLNg-gzh7PLbbgiyihlSkosnr_IBN8hFw%3D%3D
[1] https://twitter.com/CurlyNeuron/status/1187661350996193281
[1] https://twitter.com/CurlyNeuron/status/1187672075911254022
[1] https://twitter.com/CurlyNeuron/status/1187689881344053248
[1] https://twitter.com/curlyneuron/status/1187689881344053248
[1] https://twitter.com/EMBLEvents/status/1098310593562492936
[1] https://twitter.com/ShwetaGaikwad_/status/1187394476215541760
[1] https://twitter.com/emblevents/status/1098310593562492936
[1] https://www.edutopia.org/article/how-choose-co-teaching-model

Top Domains
Top Domains in Tweet in Entire Graph:
[477] twitter.com
[83] youtube.com
[29] amoebasisters.com
[27] wiley.com
[17] wordpress.com
[16] ac.uk
[16] facebook.com
[15] sciencemag.org
[14] instagram.com
[14] co.uk

Top Domains in Tweet in G1:
[66] twitter.com
[15] wiley.com
[10] elsevier.com
[9] google.com
[7] ecsite.eu
[5] innovationstories.se
[5] wordybirdstudio.com
[4] sissa.it
[4] facebook.com
[4] oasis-database.org

Top Domains in Tweet in G2:
[84] twitter.com
[25] youtube.com
[5] wiley.com
[4] wordpress.com
[4] co.uk
[4] worldpdcoalition.org
[3] instagram.com
[3] egu.eu
[2] ac.uk
[2] quora.com

Top Domains in Tweet in G3:
[15] twitter.com
[9] pnas.org
[5] facebook.com
[5] ac.uk
[5] quantamagazine.org
[5] wiley.com
[5] blogspot.com
[4] transisitor.fm
[4] trib.al
[4] sciencemag.org

Top Domains in Tweet in G4:
[8] twitter.com
[4] plos.org
[3] inpst.net
[3] sciencemag.org
[2] elsevier.com
[2] simplescicomm.blog
[2] globalplantcouncil.org
[1] nature.com
[1] youtube.com
[1] embopress.org

Top Domains in Tweet in G5:
[13] twitter.com
[3] youtube.com
[1] ipscell.com
[1] innovativegenomics.org
[1] thehindu.com
[1] wikimedia.org
[1] mailchi.mp
[1] artbiosummit.org
[1] gov.in
[1] nepalitimes.com

Top Domains in Tweet in G6:
[6] sciencemag.org
[4] springer.com
[3] youtube.com
[3] frontiersin.org
[1] embopress.org
[1] nature.com
[1] plantphysiol.org
[1] plantae.org
[1] ibiology.org
[1] apple.com

Top Domains in Tweet in G7:
[40] twitter.com
[2] facebook.com
[2] soundcloud.com
[2] youtube.com
[2] instagram.com
[1] taylorandfrancis.com
[1] scienceforthepeople.ca
[1] bridgingthegaps.ie
[1] twinybots.ch
[1] wordpress.com

Top Domains in Tweet in G8:
[1] linkedin.com
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G9:
[7] twitter.com
[3] co.uk
[2] hyena-project.com
[1] wordpress.com
[1] carinbondar.com

Top Domains in Tweet in G10:
[7] twitter.com
[1] nature.com
[1] edutopia.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2571] scicomm
[414] science
[118] sciart
[115] wisskomm
[108] phdchat
[104] academicchatter
[95] wissenschaft
[91] makesciencegreatagain
[89] academictwitter
[86] space



Top Hashtags in Tweet in G1:
[317] scicomm
[24] science
[18] academicchatter
[17] climatechange
[16] podcast
[15] scicommjc
[13] strategic
[11] conservation
[11] media
[9] citizenscience

Top Hashtags in Tweet in G2:
[295] scicomm
[110] science
[67] wissenschaft
[67] wisskomm
[66] fightfakescience
[66] sciencereclaimsthewww
[66] makesciencegreatagain
[23] academy19
[18] sciart
[14] inktober2019

Top Hashtags in Tweet in G3:
[128] scicomm
[42] womeninstem
[21] bigdata
[21] openscience
[21] primaryimmunodeficiency
[19] itrtg
[17] snrtg
[13] sciencematters
[12] science
[12] iot

Top Hashtags in Tweet in G4:
[97] scicomm
[58] phdchat
[40] ff
[39] betteracademia
[36] academicchatter
[28] academictwitter
[11] phdlife
[11] inpst
[7] betteracademiaquizoftheday
[7] science

Top Hashtags in Tweet in G5:
[60] scicomm
[17] crispr
[15] nipgropenday2019
[15] iisf2019
[9] stemcells
[8] science
[6] globalbioindia
[6] sciencetwitter
[6] bioabstraction
[6] conferences

Top Hashtags in Tweet in G6:
[51] science
[26] scicomm
[8] plantsci
[6] human
[6] autoimmunedisease
[6] lupus
[6] animation
[4] biology
[3] transgenic
[3] mirna

Top Hashtags in Tweet in G7:
[128] scicomm
[12] science
[5] research
[5] academictwitter
[5] stem
[5] inktober
[4] phdchat
[4] stemeducation
[4] academicchatter
[3] sciart

Top Hashtags in Tweet in G8:
[8] scicomm
[5] science
[4] dublin
[4] evidence
[4] communication
[1] spooktober
[1] gradschool
[1] sicom19
[1] sciwri19
[1] scicommjobs

Top Hashtags in Tweet in G9:
[61] scicomm
[8] humpback
[8] whale
[8] sydney
[7] archaeology
[4] academicchatter
[4] spores
[4] woopcackle
[3] whales
[3] hyena

Top Hashtags in Tweet in G10:
[63] scisoc2019
[61] scicomm
[24] storytelling
[7] science
[3] books
[3] ideas
[3] sciencecommunication
[2] lablit
[2] bookrecommendations
[2] phdlife

Top Words
Top Words in Tweet in Entire Graph:
[4307] Words in Sentiment List#1: Positive
[1693] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[116661] Non-categorized Words
[122664] Total Words
[2575] #scicomm
[748] science
[443] s
[415] #science
[358] new

Top Words in Tweet in G1:
[318] #scicomm
[105] science
[63] new
[56] more
[56] s
[47] out
[46] here
[43] communication
[41] scicomm
[39] research

Top Words in Tweet in G2:
[294] #scicomm
[110] #science
[71] science
[67] #wissenschaft
[67] #wisskomm
[66] #fightfakescience
[66] #sciencereclaimsthewww
[66] #makesciencegreatagain
[43] new
[39] using

Top Words in Tweet in G3:
[128] #scicomm
[76] primary_immune
[48] genomics
[46] out
[42] #womeninstem
[38] new
[33] check
[31] e
[31] n
[29] medical

Top Words in Tweet in G4:
[97] #scicomm
[97] day
[63] betteracademia
[58] #phdchat
[50] _atanas_
[40] #ff
[39] #betteracademia
[36] #academicchatter
[36] here
[36] r

Top Words in Tweet in G5:
[68] scicomm_india
[57] #scicomm
[47] edurafi
[36] iamscicomm
[34] teamfoldscope
[33] science
[33] cooolstemgames
[32] seasonwatch_in
[30] prakashlab
[29] gubbilabs

Top Words in Tweet in G6:
[98] dna_rna_uni
[53] cool
[53] plants
[51] #science
[50] sciencemagazine
[48] discovery
[48] kind
[48] nervous
[48] system
[47] #pl

Top Words in Tweet in G7:
[128] #scicomm
[22] science
[13] out
[13] s
[12] #science
[11] great
[11] day
[10] up
[10] work
[10] people

Top Words in Tweet in G8:
[88] t
[88] believe
[88] people
[88] still
[88] call
[88] double
[88] blind
[88] randomised
[88] controlled
[88] trials

Top Words in Tweet in G9:
[61] #scicomm
[26] skypescientist
[18] different
[16] t
[15] scientific
[14] writing
[14] poll
[14] order
[14] write
[14] manuscript

Top Words in Tweet in G10:
[69] science
[63] #scisoc2019
[61] #scicomm
[28] embl
[24] video
[24] human
[24] #storytelling
[23] excellent
[23] abstract
[23] modelling

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[139] check,out
[114] science,communication
[93] #wisskomm,#scicomm
[90] t,believe
[90] believe,people
[90] people,still
[90] still,call
[90] call,double
[90] double,blind
[90] blind,randomised

Top Word Pairs in Tweet in G1:
[25] science,communication
[19] live,show
[17] social,media
[16] check,out
[15] trying,understand
[15] #climatechange,#scicomm
[13] new,#strategic
[13] #strategic,#scicomm
[13] #scicomm,article
[13] article,koharoo

Top Word Pairs in Tweet in G2:
[66] #wissenschaft,#wisskomm
[66] #wisskomm,#scicomm
[45] #fightfakescience,#sciencereclaimsthewww
[45] #sciencereclaimsthewww,#science
[45] #science,#makesciencegreatagain
[45] #makesciencegreatagain,#wissenschaft
[24] people,geoscientific
[24] geoscientific,education
[24] education,better
[24] better,identifying

Top Word Pairs in Tweet in G3:
[33] check,out
[24] incredible,genomics
[24] genomics,solves
[24] solves,medical
[24] medical,mystery
[24] mystery,dating
[24] dating,way
[24] way,back
[24] back,1968
[24] 1968,extremely

Top Word Pairs in Tweet in G4:
[58] #phdchat,#scicomm
[39] #scicomm,#betteracademia
[33] _atanas_,#ff
[31] here,s
[31] s,another
[31] another,shoutout
[31] shoutout,scicommers
[31] scicommers,don
[31] don,t
[31] t,make

Top Word Pairs in Tweet in G5:
[29] seasonwatch_in,gubbilabs
[29] prakashlab,teamfoldscope
[25] gubbilabs,scicomm_india
[25] scicomm_india,prakashlab
[25] teamfoldscope,cooolstemgames
[25] cooolstemgames,o_imperishable
[23] scicomm_india,dbtindia
[21] dbtindia,indiadst
[20] o_imperishable,sdkadam2609
[16] indiadst,csir_ind

Top Word Pairs in Tweet in G6:
[48] cool,discovery
[48] discovery,plants
[48] plants,kind
[48] kind,nervous
[48] nervous,system
[48] system,sciencemagazine
[48] sciencemagazine,#science
[47] dna_rna_uni,cool
[47] #science,#pl
[38] using,time

Top Word Pairs in Tweet in G7:
[7] check,out
[6] science,communication
[4] #science,#scicomm
[3] learn,more
[3] now,want
[2] #scicomm,#tweetchallenge
[2] science,writer
[2] #scicomm,skills
[2] aspirational,health
[2] health,hazards

Top Word Pairs in Tweet in G8:
[88] t,believe
[88] believe,people
[88] people,still
[88] still,call
[88] call,double
[88] double,blind
[88] blind,randomised
[88] randomised,controlled
[88] controlled,trials
[88] trials,calling

Top Word Pairs in Tweet in G9:
[14] scientific,writing
[14] writing,poll
[14] poll,order
[14] order,write
[14] write,different
[14] different,manuscript
[14] manuscript,sections
[14] sections,#scicomm
[13] acgerstein,scientific
[9] check,out

Top Word Pairs in Tweet in G10:
[30] #scisoc2019,#scicomm
[23] excellent,video
[23] video,abstract
[23] abstract,modelling
[23] modelling,cryptosporidium
[23] cryptosporidium,infection
[23] infection,human
[23] human,small
[23] small,intestinal
[23] intestinal,lung

Top Replied-To
Top Replied-To in Entire Graph:
@scicomm_jc
@edurafi
@ajaykh23
@scicomm_india
@wwfca_scicomm
@shubawrite
@r_heisman
@gamebiologist
@thephotovore
@tomonlocation

Top Replied-To in G1:
@scicomm_jc
@r_heisman
@gamebiologist
@marlowordybird
@crparks3
@wudanyan
@steph_nataly
@dustingrowick
@zoology
@drunkphyto

Top Replied-To in G2:
@ca_astrocomm
@astrosnat
@drianbailey
@realscientists
@spektrum_de
@missc_blackburn

Top Replied-To in G3:
@herstemstory
@nojessno
@prof_lampe
@lab_shenanigans

Top Replied-To in G4:
@laahimsa
@academicchatter
@drlidiam
@kinga_ostanska
@echoechor
@huwmjames
@celia_sqe

Top Replied-To in G5:
@edurafi
@ajaykh23
@scicomm_india
@raquellholmes
@manoj_lab
@mani_1237
@siddisimple
@iamscicomm
@somdattakarak
@indscicomm

Top Replied-To in G8:
@aldacenter

Top Replied-To in G9:
@nikirust
@sarahmackattack
@jenny_schuetz

Top Replied-To in G10:
@kakape
@nicolwatson
@sabrinabsholts

Top Mentioned
Top Mentioned in Entire Graph:
@dna_rna_uni
@primary_immune
@repealist_
@betteracademia
@scicomm_india
@spaceboffin
@readmorescience
@udemischa
@sciencemagazine
@amoebasisters

Top Mentioned in G1:
@scicomm_jc
@ecsite
@agu_scicomm
@sciencesun
@theagu
@koharoo
@addudo
@media_climate
@storycollider
@johnbesley

Top Mentioned in G2:
@eurogeosciences
@aaopt
@samillingworth
@eyedaisyshu
@youtube
@egu_gc
@amidotorg
@betteracademia
@rolfhut
@aiptcomics

Top Mentioned in G3:
@primary_immune
@g4mma
@diversesources
@mcmsharksxx
@stemadvocacy
@uwbiochem
@cvrblog
@elihuaranday
@uwmadscience
@pjvollbrecht

Top Mentioned in G4:
@betteracademia
@_atanas_
@huwmjames
@academicchatter
@_open_science_
@grawoig
@ithinkwellhugh
@dna_rna_uni
@_a
@toshiyukihorie

Top Mentioned in G5:
@scicomm_india
@edurafi
@teamfoldscope
@cooolstemgames
@seasonwatch_in
@iamscicomm
@prakashlab
@gubbilabs
@nipgrsocial
@o_imperishable

Top Mentioned in G6:
@dna_rna_uni
@sciencemagazine
@sci_plant
@ibiology
@novogenels
@biolution_net
@plantae_org
@jakeyeston
@grawoig
@plantcellrep

Top Mentioned in G7:
@stxb2d
@davidmquote
@nowsciencetas

Top Mentioned in G8:
@repealist_
@inscico
@scicomie
@jensenwarwick

Top Mentioned in G9:
@skypescientist
@acgerstein
@hyenaproject
@vanessapirotta
@sarahmackattack
@riveramichael
@archandanthpod
@she_toot
@windlebeth
@danirabaiotti

Top Mentioned in G10:
@embl
@naturemicrobiol
@emblevents
@curlyneuron
@mehdi_khadra
@laura_alvarez86
@kakape
@orensharman
@astascini
@inesscicomm

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@dichristine
@kat4obama
@gamergeeknews
@startupsbot
@digestwordpress
@ericdemarylebon
@chidambara09
@legallybae
@angelakorras

Top Tweeters in G1:
@adriansysnet
@leckerc
@serve4impact
@thecuriousluke
@conversationuk
@jasonwardny
@birder_katie
@tiktok_us
@theagu
@ibis_journal

Top Tweeters in G2:
@startupsbot
@wildwalkerwoman
@realscientists
@researchmrx
@jobrodie
@embracethecoda
@_open_science_
@wired
@protohedgehog
@satirony

Top Tweeters in G3:
@dichristine
@digestwordpress
@chidambara09
@vievararosel
@snrtg
@rosannafreedom1
@bblogrt
@jandroid
@femtech_
@youngchris27040

Top Tweeters in G4:
@ericdemarylebon
@huwsayer
@fran_b__
@academicchatter
@drferdowsi
@jerichorayel
@sminaev2015
@katelovesneuro
@anotherazntart
@jacquelyngill

Top Tweeters in G5:
@pib_india
@plutoniumpage
@jlms_qkw
@sandygrains
@nzml89
@mem_somerville
@anantbhan
@ivacheung
@gmopundit
@lizziewriter

Top Tweeters in G6:
@daniambiental
@klatubaradaniko
@dieraposa
@vic_stone1
@av693
@jongoofel
@eduardoarmienta
@zanaines
@deborahblum
@hernangraffe

Top Tweeters in G7:
@dnlee5
@anandstweets
@jobinindia
@elevatedmn
@showoff_ebooks
@zianeversleeps
@vancalmthout
@rwsmolensjr
@bhgross144
@sahil_lala

Top Tweeters in G8:
@gojira007x
@fleming77
@cyanrhapsody
@sargoth
@aral
@pharniel
@ordforandejohan
@sarklor
@mabandeopenbeta
@caseyexplosion

Top Tweeters in G9:
@jinxeptor
@mycotae
@blackmudpuppy
@tetzoo
@thebiologistisn
@danirabaiotti
@wolfwings
@the_moon_mayor
@iamsuchatwit
@doctorzen

Top Tweeters in G10:
@vilinthril
@fedkukso
@edutopia
@gclugo
@xoxdi
@prayanlikesbugs
@katykrayb
@drbenjohnson
@lsenews
@iowastateu


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