scicomm, Twitter, 2/9/2020 4:57:14 AM, 220781


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scicomm_2020-02-08_18-40-00.xlsx
scicomm_2020-02-08_18-40-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2020
Short Description:
scicomm via NodeXL http://bit.ly/39nFe5I
@scicommbot
@_open_science_
@physicsj
@nmnh
@readmorescience
@thecosmicrey
@aaas
@scicomm_india
@jayeperview
@spacescisteph

Top hashtags:
#scicomm
#science
#sciart
#coronavirus
#sciencetwitter
#antivaxx
#womeninstem
#stem

Description:
Description
The graph represents a network of 5,136 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, 09 February 2020 at 02:41 UTC.

The requested start date was Sunday, 09 February 2020 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, 19-hour, 8-minute period from Wednesday, 05 February 2020 at 14:46 UTC to Saturday, 08 February 2020 at 09:54 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 : 5136
Unique Edges : 7493
Edges With Duplicates : 1947
Total Edges : 9440
Number of Edge Types : 4
MentionsInRetweet : 5966
Mentions : 2518
Tweet : 731
Replies to : 225
Self-Loops : 731
Reciprocated Vertex Pair Ratio : 0.0439620827036681
Reciprocated Edge Ratio : 0.0842216081063298
Connected Components : 438
Single-Vertex Connected Components : 133
Maximum Vertices in a Connected Component : 3704
Maximum Edges in a Connected Component : 7776
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.801208
Graph Density : 0.000288131660129767
Modularity : 0.721481
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 5,136 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, 09 February 2020 at 02:41 UTC.

The requested start date was Sunday, 09 February 2020 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, 19-hour, 8-minute period from Wednesday, 05 February 2020 at 14:46 UTC to Saturday, 08 February 2020 at 09:54 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".

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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://ncse.ngo/why-teach-evolution-natural-history-museum
[18] https://www.patreon.com/MyFrogCroaked
[11] https://news.wisc.edu/land-grant-faculty-prioritize-public-engagement-but-feel-isolated/?fbclid=IwAR0WZqoUdFFVGTTpw1GMoAYn0duJ3u8qvaN8e5o0yrRuYdBDZira4sozlzc
[10] https://www.usajobs.gov/GetJob/ViewDetails/558758800
[9] http://soapboxscience.org/apply-to-speak-at-soapbox-science-2020/
[7] http://www.natureconservancy.ca/en/blog/getting-wetland-conservation.html?utm_campaign=SM_BLOG_0220&utm_source=twitter&utm_medium=organic
[7] https://www.patreon.com/posts/33830310
[6] https://www.theglobeandmail.com/opinion/article-new-virus-outbreaks-will-become-more-common-we-must-evolve-our/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[6] https://www.instagram.com/p/B8Mmkxhn6PP/?utm_source=ig_web_copy_link
[6] https://link.springer.com/article/10.1007/s00299-019-02465-3

Top URLs in Tweet in G1:
[11] https://news.wisc.edu/land-grant-faculty-prioritize-public-engagement-but-feel-isolated/?fbclid=IwAR0WZqoUdFFVGTTpw1GMoAYn0duJ3u8qvaN8e5o0yrRuYdBDZira4sozlzc
[3] http://sciencewows.ie/blog/fifteen-fantastic-frog-facts/
[3] https://medium.com/wehearthealthliteracy/reduce-inflammation-in-your-writing-5851ceb373ba
[3] https://www.youtube.com/watch?v=2v_aANjQ7cY&feature=youtu.be

[3] https://sciteum.com/2020/02/biomimicry-in-recent-technologies
[3] https://twitter.com/iamscicomm/status/1225345859585478656
[3] https://twitter.com/laurahelmuth/status/1225933465494999040
[3] https://globalplantcouncil.org/6-ways-to-spot-a-predatory-journal/
[2] https://twitter.com/weizmanncanada/status/1225168592204902405
[2] https://twitter.com/ncstatesciences/status/1225118156064284672

Top URLs in Tweet in G2:
[3] https://www.biomusings.org/
[3] https://twitter.com/MiSciWriters/status/1225827194523586561
[3] https://twitter.com/dsgoodsell/status/1225473751480815617
[2] https://twitter.com/Beatfierz/status/1225937707504984064
[2] https://twitter.com/drpepperis100/status/1225155485944311808
[2] https://twitter.com/dictionarycom/status/1225146578207485953
[2] https://twitter.com/pasturespolitic/status/1225539142832009219
[2] https://careers-royalsociety.icims.com/jobs/1379/public-engagement-officer/job?mobile=false&width=1173&height=500&bga=true&needsRedirect=false&jan1offset=0&jun1offset=60
[2] https://twitter.com/UPFBarcelona/status/1225018111482638337
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00269-0

Top URLs in Tweet in G3:
[2] https://twitter.com/physicsJ/status/1225428866514055168

Top URLs in Tweet in G4:
[2] https://comscicon.com/writing-comscicon-blog
[2] https://twitter.com/alejandroadem/status/1225063662462746624
[1] https://twitter.com/brookesimler/status/1224919381219692544
[1] http://sotlnorth.ca
[1] https://twitter.com/SoapboxSciVan/status/1224764355570307072
[1] https://twitter.com/moefeliu/status/1225219467640213506
[1] https://recruiting.ultipro.com/NAT1011NATPR/JobBoard/fc254a05-d68e-44c0-a2ba-267380d146ba/OpportunityDetail?opportunityId=029f3814-03c9-4381-ab75-4831db9d929b
[1] https://twitter.com/spacescisteph/status/1225118852012544001
[1] https://www.youtube.com/watch?v=wjENVeJ2dQI&feature=emb_logo

[1] https://actus.ulb.be/fr/actus/recherche/des-chercheurs-de-l-ulb-expliquent-leurs-recherches-sur-bx1

Top URLs in Tweet in G5:
[5] http://soapboxscience.org/apply-to-speak-at-soapbox-science-2020/
[4] https://twitter.com/DailyPlanet/status/1225088866765475840
[3] https://twitter.com/sree/status/1225808257354215425
[2] https://mailchi.mp/seasonwatch/seasonwatch-in-3842575
[2] https://twitter.com/WVNYSCamp/status/1214703467773747206
[2] http://nipgr.ac.in/science_day/
[1] https://twitter.com/THSTIFaridabad/status/1225273802591879168
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00351-7
[1] https://www.instagram.com/p/B8RS69CphcG/?igshid=143r3o9y98mxe
[1] https://twitter.com/soapboxscience/status/1225411269483692033

Top URLs in Tweet in G6:
[26] https://ncse.ngo/why-teach-evolution-natural-history-museum
[10] https://www.usajobs.gov/GetJob/ViewDetails/558758800
[5] https://ncse.ngo/evolution-education-inoculates-against-fake-science
[5] https://www.instagram.com/p/B8Mmkxhn6PP/?utm_source=ig_web_copy_link
[4] https://ncse.ngo/darwin-day-approaches-12#.Xj3jVxb-eqM.twitter
[4] https://twitter.com/nmnh/status/1225142168550965248
[3] https://ncse.ngo/making-sense-biology
[3] https://ncse.ngo/evolution-my-story
[2] https://pandasthumb.org/archives/2020/02/darwin-day-why-teach.html
[2] https://www.sciencenews.org/article/climate-change-speeding-up-ocean-circulation?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines

Top URLs in Tweet in G7:
[3] https://www.wpr.org/programs/central-time
[2] https://www.seattletimes.com/opinion/editorials/a-welcome-timely-gathering-of-scientists-in-seattle/
[2] http://evite.me/ebq9qUN5Du
[2] https://www.sciencetalk.org/
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=173090&source=CC3&lang=undefined
[2] https://pew.webex.com/mw3300/mywebex/default.do?siteurl=pew&main_url=/ec3300/eventcenter/mainframe.do%3Fsiteurl%3Dpew%26main_url%3Dhttps%253A%252F%252Fpew.webex.com%252Fmw3300%252Fmywebex%252Flogin%252Flogin.do%253FfromCI%253Dtrue%2526siteurl%253Dpew%2526login_return_url%253D%25252Fec3300%25252Feventcenter%25252Fevent%25252FeventAction.do%25253Fsiteurl%25253Dpew%252526theAction%25253Dinfo_start%252526path%25253Dinfo%252526confViewID%25253D150896285686207096%252526from%25253Deventinfo%252526from_login%25253Dtrue
[2] http://bit.ly/LOPSterlingQA
[1] https://twitter.com/LizAlbertorio/status/1225565553022111751
[1] https://twitter.com/meetascientist/status/1224830033325428737
[1] https://twitter.com/MaartenvSmeden/status/1225055692828160002

Top URLs in Tweet in G8:
[2] https://twitter.com/ewanbirney/status/1224608162768138240
[2] https://twitter.com/sciencetalkorg/status/1225307029507473408
[2] https://twitter.com/physicsJ/status/1225428866514055168
[1] https://twitter.com/maartenzam/status/1224978548395474944
[1] https://twitter.com/rlalasz/status/1225090615429550080
[1] https://twitter.com/DrLitos/status/1225029026491916294
[1] http://ow.ly/tI8z50ybTyf
[1] https://twitter.com/TeselaGen/status/1225112857987121159
[1] https://register.gotowebinar.com/register/4598571448270093581
[1] https://twitter.com/dsp_spe/status/1224685792485953541

Top URLs in Tweet in G9:
[4] https://twitter.com/JulieMarieWolf/status/1225852722718609408
[2] https://twitter.com/artologica/status/1225789183127695362
[2] https://www.surveymonkey.com/r/ExplMicro2020
[1] https://twitter.com/bethlinas/status/1225870956469587970
[1] https://www.calacademy.org/summer-systematics-institute
[1] https://stonybrooku.taleo.net/careersection/west_campus/jobdetail.ftl?job=2000145&tz=GMT-05%3A00&tzname=America%2FNew_York
[1] https://ianrnews.unl.edu/scicomm-2020-registration-opens
[1] http://thebumblingbiochemist.com/365-days-of-science/rt-qpcr-protein-recipe-counting/
[1] http://bit.ly/39cADmK
[1] https://www.instagram.com/p/B8Pg-aIJPfd/?igshid=4ose1ttvjkp

Top URLs in Tweet in G10:
[5] https://www.theglobeandmail.com/opinion/article-new-virus-outbreaks-will-become-more-common-we-must-evolve-our/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[3] https://www.youtube.com/watch?v=ZV3JUtbbM-0&feature=youtu.be

[2] https://www.nytimes.com/2020/02/06/health/coronavirus-misinformation-social-media.html
[2] https://www.theguardian.com/commentisfree/2020/feb/05/gp-anti-vaxxers-mmr-vaccine-measles?CMP=share_btn_tw
[2] https://www.nytimes.com/2020/01/23/learning/stem-writing-contest-explain-a-concept-in-a-clear-engaging-way.html?fbclid=IwAR1mym4PgzrLaeoqvfS6WzWdiw7pl9sUYSqoY4lGoXAv-bIa02Q2CJGjwjc
[1] https://www.telegraph.co.uk/health-fitness/body/six-signs-shouldnt-trust-health-claim-social-media/
[1] https://parenting.nytimes.com/health/medical-study-concerns
[1] https://www.project-syndicate.org/commentary/new-viruses-vaccines-treatments-discovered-in-2019-by-melvin-sanicas-2020-01
[1] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
[1] https://www.nytimes.com/2020/01/22/climate/trump-environment-water.html

Top Domains
Top Domains in Tweet in Entire Graph:
[409] twitter.com
[46] ncse.ngo
[40] bit.ly
[33] youtube.com
[30] patreon.com
[20] nature.com
[18] instagram.com
[17] ow.ly
[17] linkedin.com
[12] medium.com

Top Domains in Tweet in G1:
[74] twitter.com
[20] youtube.com
[11] wisc.edu
[6] medium.com
[5] bit.ly
[5] youtu.be
[3] instagram.com
[3] sciencewows.ie
[3] sciteum.com
[3] buff.ly

Top Domains in Tweet in G2:
[45] twitter.com
[3] biomusings.org
[3] nature.com
[2] bit.ly
[2] instagram.com
[2] icims.com
[2] apple.com
[2] com.au
[2] ascienceshow.com
[2] amzn.to

Top Domains in Tweet in G3:
[2] twitter.com

Top Domains in Tweet in G4:
[15] twitter.com
[4] comscicon.com
[2] youtube.com
[1] sotlnorth.ca
[1] ultipro.com
[1] ulb.be
[1] hubs.ly
[1] scidev.net
[1] hindawi.com
[1] culturepush.org

Top Domains in Tweet in G5:
[25] twitter.com
[5] soapboxscience.org
[2] mailchi.mp
[2] ac.in
[2] researchmatters.in
[1] nature.com
[1] instagram.com
[1] thefemalescientist.com
[1] publiclab.org
[1] wikipedia.org

Top Domains in Tweet in G6:
[43] ncse.ngo
[15] twitter.com
[10] usajobs.gov
[5] instagram.com
[2] pandasthumb.org
[2] sciencenews.org
[2] theguardian.com
[2] nature.com
[1] biorender.com
[1] ted.com

Top Domains in Tweet in G7:
[15] twitter.com
[4] ccst.us
[3] wpr.org
[3] ow.ly
[2] seattletimes.com
[2] evite.me
[2] sciencetalk.org
[2] adp.com
[2] webex.com
[2] bit.ly

Top Domains in Tweet in G8:
[42] twitter.com
[2] instagram.com
[2] ajo.com
[1] ow.ly
[1] gotowebinar.com
[1] asm.org
[1] regmednet.com
[1] nature.com
[1] kpbs.org
[1] buff.ly

Top Domains in Tweet in G9:
[9] twitter.com
[2] surveymonkey.com
[2] thebumblingbiochemist.com
[2] bit.ly
[1] calacademy.org
[1] taleo.net
[1] unl.edu
[1] instagram.com
[1] wiley.com
[1] conservationxlabs.com

Top Domains in Tweet in G10:
[6] nytimes.com
[5] theglobeandmail.com
[3] youtube.com
[2] theguardian.com
[1] co.uk
[1] project-syndicate.org
[1] arcgis.com
[1] myworkdayjobs.com
[1] twitter.com
[1] ow.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2822] scicomm
[294] science
[154] sciart
[108] coronavirus
[83] sciencetwitter
[62] antivaxx
[61] womeninstem
[56] stem
[54] research
[53] fossilfriday



Top Hashtags in Tweet in G1:
[397] scicomm
[48] science
[18] wisskomm
[17] phdchat
[13] berlin
[13] atlanticall
[13] academictwitter
[11] beers
[11] sciart
[11] stem

Top Hashtags in Tweet in G2:
[248] scicomm
[26] sciart
[16] science
[15] vicbiocon20
[12] phdchat
[11] fruitflyfebruary
[10] labscience
[10] planetaryscience
[9] rocks
[8] research

Top Hashtags in Tweet in G3:
[303] scicomm

Top Hashtags in Tweet in G4:
[232] scicomm
[9] sciart
[6] scicommjob
[5] vulgarisationscientifique
[4] pitch
[3] academicchatter
[3] nextgeneration
[3] outreach
[3] 21stcentury
[3] umchembio

Top Hashtags in Tweet in G5:
[74] scicomm
[29] womeninstem
[22] science
[10] 2/11/2020 12:00:00 AM
[10] southasian
[10] womeninstemm
[9] sciencetwitter
[8] sciencecamp
[7] sciart
[7] woc

Top Hashtags in Tweet in G6:
[69] scicomm
[40] whyteachevolution
[39] coronavirus
[26] science
[18] scichat
[15] darwinday
[9] musesocial
[9] museumjobs
[7] socialmediamarketing
[7] scicommjob

Top Hashtags in Tweet in G7:
[75] scicomm
[12] scipol
[9] massmediafellows
[9] coronavirus
[6] ncov2019
[6] ccstshowcase
[6] ccstweek
[6] microbiologist
[5] aaasmtg
[5] 2scientists

Top Hashtags in Tweet in G8:
[113] scicomm
[7] science
[7] academictwitter
[5] research
[5] sciencetwitter
[4] outreach
[4] phdlife
[4] phdchat
[4] phd
[3] academicchatter

Top Hashtags in Tweet in G9:
[82] scicomm
[23] asmicrobe
[15] reu
[14] microbiology
[13] science
[12] sciart
[7] microbe2020
[6] epitwitter
[6] 366daysofscience
[6] biochemistry

Top Hashtags in Tweet in G10:
[30] coronavirus
[28] scicomm
[12] virus
[12] twitter
[10] 2019ncov
[5] globalhealth
[5] stem
[4] ncov19
[4] ncov2019
[4] datascience

Top Words
Top Words in Tweet in Entire Graph:
[4437] Words in Sentiment List#1: Positive
[1579] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[115785] Non-categorized Words
[121801] Total Words
[2818] #scicomm
[806] science
[336] physicsj
[318] more
[294] #science

Top Words in Tweet in G1:
[396] #scicomm
[73] science
[49] research
[48] #science
[38] people
[38] more
[31] know
[31] today
[29] work
[29] great

Top Words in Tweet in G2:
[250] #scicomm
[33] talk
[32] scidocmartin
[31] great
[30] check
[30] one
[30] time
[29] values
[28] more
[27] made

Top Words in Tweet in G3:
[326] physicsj
[303] #scicomm
[247] light
[247] speed
[247] fast
[247] slow
[49] relative
[49] rotation
[49] rates
[49] planets

Top Words in Tweet in G4:
[232] #scicomm
[122] science
[116] ers
[100] attention
[100] podcast
[99] spacescisteph
[98] jayeperview
[94] communication
[92] thecosmicrey
[91] starting

Top Words in Tweet in G5:
[74] #scicomm
[55] scicomm_india
[46] science
[39] edurafi
[32] स
[29] #womeninstem
[28] day
[27] public
[24] म
[24] क

Top Words in Tweet in G6:
[189] nmnh
[102] looking
[97] position
[95] good
[94] day
[92] social
[92] media
[92] producer
[91] looks
[91] apply

Top Words in Tweet in G7:
[101] science
[75] #scicomm
[37] aaas
[27] scientists
[25] policy
[25] apply
[24] ccst
[23] journalism
[21] diverse
[20] two

Top Words in Tweet in G8:
[113] #scicomm
[16] science
[14] scicomm
[10] great
[8] work
[8] more
[7] know
[7] research
[7] today
[7] #science

Top Words in Tweet in G9:
[82] #scicomm
[34] outreach
[23] #asmicrobe
[23] juliemariewolf
[21] week
[21] fieldmuseum
[20] tasturm1
[19] attending
[19] opportunities
[19] asm

Top Words in Tweet in G10:
[49] vaccinologist
[31] novel
[31] coronavirus
[31] cases
[31] time
[30] #coronavirus
[29] many
[28] #scicomm
[28] rightly
[28] concerned

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[249] light,speed
[249] speed,fast
[249] fast,slow
[249] slow,#scicomm
[248] physicsj,light
[192] science,communication
[175] social,media
[144] #scicomm,ers
[101] media,producer
[98] re,looking

Top Word Pairs in Tweet in G1:
[13] #scicomm,#wisskomm
[12] #scicomm,ers
[12] public,engagement
[11] next,oldest
[11] oldest,pint
[11] pint,berlin
[11] berlin,#berlin
[11] #berlin,bringing
[11] bringing,hottest
[11] hottest,#science

Top Word Pairs in Tweet in G2:
[18] cytoplasmic,streaming
[18] streaming,within
[18] within,single
[18] single,cell
[18] cell,green
[18] green,alga
[18] alga,micrasterias
[18] micrasterias,sp
[18] sp,400x
[18] 400x,magnification

Top Word Pairs in Tweet in G3:
[247] light,speed
[247] speed,fast
[247] fast,slow
[247] slow,#scicomm
[246] physicsj,light
[49] relative,rotation
[49] rotation,rates
[49] rates,planets
[49] planets,cast
[49] cast,single

Top Word Pairs in Tweet in G4:
[116] #scicomm,ers
[93] science,communication
[92] jayeperview,thecosmicrey
[91] attention,#scicomm
[89] ers,jayeperview
[89] thecosmicrey,starting
[89] starting,podcast
[89] podcast,abt
[89] abt,science
[89] communication,main

Top Word Pairs in Tweet in G5:
[24] स,क
[19] himdaughter,neelavanam
[19] neelavanam,gareebscientist
[19] scicomm_india,seasonwatch_in
[16] seasonwatch_in,gubbilabs
[16] म,इक
[16] इक,र
[16] र,स
[16] क,प
[14] prakashlab,himdaughter

Top Word Pairs in Tweet in G6:
[92] social,media
[92] media,producer
[90] good,day
[90] day,office
[90] office,looks
[90] looks,apply
[90] apply,social
[90] producer,position
[90] position,nmnh
[90] re,looking

Top Word Pairs in Tweet in G7:
[22] science,journalism
[16] diverse,voices
[16] voices,science
[16] science,translators
[15] science,writing
[14] craft,science
[13] ccst,science
[12] feb,6th
[12] policy,fellowship
[11] two,scientists

Top Word Pairs in Tweet in G8:
[4] science,communication
[3] social,media
[2] guerilla,marketing
[2] #scicomm,#socialcoast
[2] social,science
[2] great,opportunity
[2] #scicomm,#science
[2] #sciencetwitter,#scicomm
[2] fun,fact
[2] #academictwitter,#academicchatter

Top Word Pairs in Tweet in G9:
[21] #asmicrobe,#scicomm
[19] attending,#asmicrobe
[19] #scicomm,outreach
[19] outreach,opportunities
[19] opportunities,asm
[19] asm,partnered
[19] partnered,fieldmuseum
[18] juliemariewolf,attending
[15] undergrad,interested
[15] interested,#scicomm

Top Word Pairs in Tweet in G10:
[31] novel,coronavirus
[28] time,many
[28] many,rightly
[28] rightly,concerned
[28] concerned,novel
[28] coronavirus,12
[28] 12,confirmed
[28] confirmed,cases
[27] vaccinologist,time
[14] public,health

Top Replied-To
Top Replied-To in Entire Graph:
@_inpst
@riceearthsci
@edurafi
@openacademics
@lotus_stemm
@womenscienceday
@iamscicomm
@jayeperview
@alexgelle
@iubmb

Top Replied-To in G1:
@drvantilburg
@andrevannguyen
@dahombach
@charitephdnet
@jbrasanac
@alexgelle
@science_ari
@johnwenz
@sewelai
@iamscicomm

Top Replied-To in G2:
@riceearthsci
@vanessapirotta
@pellejalaia
@cefy
@luca_buzzetti
@shodell
@pedrom_z
@scidocmartin
@scienceambass
@pridepolar

Top Replied-To in G4:
@iamscicomm
@alexgelle
@spacescisteph
@comscicon
@badastronomer
@kobymichaels
@petersoroye
@fromthelabbench
@kj_winkler
@jayeperview

Top Replied-To in G5:
@edurafi
@lotus_stemm
@scicomm_india
@bajanjules27
@chukkukkapi
@ar_sh
@prakashlab
@3d_india
@krishkurup
@scimentorin

Top Replied-To in G6:
@smyth_mark
@ncse

Top Replied-To in G7:
@xrayimagingamy

Top Replied-To in G8:
@researchamerica

Top Replied-To in G9:
@iubmb
@maureenbug
@jennifernuzzo
@craftimism
@tasturm1

Top Replied-To in G10:
@trevormundel
@vaccinologist

Top Mentioned
Top Mentioned in Entire Graph:
@physicsj
@nmnh
@jayeperview
@spacescisteph
@thecosmicrey
@readmorescience
@ncse
@scicomm_india
@_atanas_
@_inpst

Top Mentioned in G1:
@iamscicomm
@brossardd
@kbschloss
@academicchatter
@pintofsciencede
@youtube
@pintofscienceat
@uwmadison
@sciencef1rst
@herstemstory

Top Mentioned in G2:
@scidocmartin
@couchmicroscopy
@hannahhchu
@riceuniversity
@nexssinfo
@twitter
@uwartssciences
@fernhames
@commnatural
@eyedaisyshu

Top Mentioned in G3:
@physicsj
@astro_jcm
@icygiants
@nasahubble
@astropartigirl
@inertialobservr
@_astro_nerd_
@scottishscicomm

Top Mentioned in G4:
@spacescisteph
@jayeperview
@thecosmicrey
@scottishscicomm
@scibry
@badastronomer
@perimeter
@comscicon
@alexgelle

Top Mentioned in G5:
@scicomm_india
@edurafi
@seasonwatch_in
@gnowgi
@himdaughter
@prakashlab
@teamfoldscope
@neelavanam
@gareebscientist
@gubbilabs

Top Mentioned in G6:
@nmnh
@ncse
@biorender
@ucmpberkeley
@michaelemann
@virusesimmunity
@ncsereid
@chrisdpiazza
@caren_shin
@erinblasco

Top Mentioned in G7:
@aaas
@ccstorg
@open_notebook
@labxnas
@ccstfellows
@bethlinas
@aaasmassmedia
@ifthenshecan
@amberjmace
@berkeleylab

Top Mentioned in G8:

Top Mentioned in G9:
@juliemariewolf
@fieldmuseum
@tasturm1
@asmicrobiology
@lca_ink
@jennifergardy
@markowenmartin
@craftimism
@biochem_bri
@ccorzett

Top Mentioned in G10:
@vaccinologist
@picardonhealth
@nytimes
@globedebate
@amerchemsociety
@natgeo
@kirellbenzi
@epfl
@mrichtel
@annrobinsongp

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@kat4obama
@ericdemarylebon
@crystal_fishy
@tori_555
@tenji95
@indianexpress
@ungubunugu1274
@guardian

Top Tweeters in G1:
@jj_angelus
@skype
@academicchatter
@kolie_yola
@_open_science_
@_abducens_
@machine_ml
@livescience
@chenx064
@akornblatt

Top Tweeters in G2:
@indianexpress
@khuze_elikhulu
@dementedbonxie
@sydnets
@leel06lee
@bsupimp
@avocalistsrival
@missnea1968
@abcnews
@orbvious66

Top Tweeters in G3:
@tori_555
@tomnir
@emccoy_writer
@ilovaussiesheps
@koge2do
@riocampos
@kal_hawking
@kinnkoumori1
@qewwyuki
@mixed_text

Top Tweeters in G4:
@ericdemarylebon
@cbsnews
@davidbflower
@glasgow_watch
@jmhardinboston
@grb090423
@drrubidium
@dawnbazely
@chazzofsheckys
@lunarheritage

Top Tweeters in G5:
@cipherequality
@femtech_
@the_hindu
@realscientists
@hydwatch
@womencodersbot
@nolabookfair
@rob0sullivan
@mswz
@neelavanam

Top Tweeters in G6:
@esssie31
@den_fabrizi
@dianesnavely
@deepakkanungo
@rmathematicus
@datadivajf
@3pennymovies
@get_away_trike
@demonpuppy
@fritzquincke

Top Tweeters in G7:
@whysharksmatter
@npr
@seattletimes
@stephaniekays
@wired
@leobeletsky
@monkeyes2
@aerialbots
@coloradostateu
@just_westy

Top Tweeters in G8:
@gurdur
@mtmdphd
@fuzzyraptor
@ra
@elgatomontes_
@deinonydoms
@bioinfotools
@science_grrl
@lia
@alteredjamie

Top Tweeters in G9:
@artcollisions
@vexedmuddler
@heyval2
@markowenmartin
@dccc_phd
@surt_lab
@generativist
@pete_stmarie
@subsurface_life
@drew_lab

Top Tweeters in G10:
@guardian
@petchary
@nytimes
@telegraph
@d_melissa2
@jackopj16
@picardonhealth
@bunsun3941
@coopesdetat
@momandbabydepot


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