scienceed, Twitter, 11/29/2020 11:00:32 PM, 242394


FAQ | Problem?

scienceed_2020-11-27_17-27-12.xlsx
scienceed_2020-11-27_17-27-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2020
Short Description:
scienceed via NodeXL https://bit.ly/37iwIW6
@vmcc_scienceed
@acardinot
@ctskeeley
@scienergetic
@nsta
@alisoncullinan2
@edtechne
@sarahlrcarroll
@aoibhinn_ni_s
@galwayaquarium

Top hashtags:
#scienceed
#stem
#science
#scichat
#stemeducation
#stemed
#sponsored
#edchat

Description:
Description
The graph represents a network of 618 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 November 2020 at 01:28 UTC.

The requested start date was Saturday, 28 November 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 87-day, 12-hour, 5-minute period from Tuesday, 01 September 2020 at 02:19 UTC to Friday, 27 November 2020 at 14:24 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 : 618
Unique Edges : 515
Edges With Duplicates : 976
Total Edges : 1491
Number of Edge Types : 5
Retweet : 311
MentionsInRetweet : 498
Mentions : 452
Tweet : 189
Replies to : 41
Self-Loops : 191
Reciprocated Vertex Pair Ratio : 0.0861833105335157
Reciprocated Edge Ratio : 0.158690176322418
Connected Components : 128
Single-Vertex Connected Components : 45
Maximum Vertices in a Connected Component : 111
Maximum Edges in a Connected Component : 506
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.335189
Graph Density : 0.00208231708916199
Modularity : 0.484592
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 618 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 November 2020 at 01:28 UTC.

The requested start date was Saturday, 28 November 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 87-day, 12-hour, 5-minute period from Tuesday, 01 September 2020 at 02:19 UTC to Friday, 27 November 2020 at 14:24 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 : scienceed
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:
[20] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&utm_medium=social&utm_source=twitter
[12] https://edtechimpact.com/news/science-resources
[7] https://www.eventbrite.co.uk/e/personalised-learning-for-primary-schools-registration-125443977313
[7] https://www.eventbrite.co.uk/e/personalised-learning-for-secondary-schools-registration-122967173125
[6] https://www.rte.ie/news/2020/1110/1177158-education-home-school/
[5] https://www.youtube.com/watch?v=b7ZukwBl8K0&feature=youtu.be

[3] https://fordeeperlearning.org/organized-inquiry-and-service/
[3] https://www.michelleschaub.com/dream-big
[2] https://twitter.com/de_kosnik/status/1329819269056528385
[2] https://twitter.com/thegalwegian/status/1326920696900046848

Top URLs in Tweet in G1:
[6] https://www.rte.ie/news/2020/1110/1177158-education-home-school/
[2] https://twitter.com/thegalwegian/status/1326920696900046848
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[2] https://galwaybayfm.ie/galway-bay-fm-news-desk/design-team-appointed-for-new-school-for-the-bish-on-dangan-site/
[2] https://twitter.com/compoundchem/status/1316669933288390660
[2] https://twitter.com/de_kosnik/status/1329819269056528385
[1] https://twitter.com/shassettruane/status/1310899490530955265
[1] https://twitter.com/breedscience/status/1330264637158330370
[1] https://twitter.com/sarahlrcarroll/status/1326580199715123200
[1] https://twitter.com/SarahLRCarroll/status/1314179467171033089

Top URLs in Tweet in G2:
[2] https://www.buymeacoffee.com/C7YNSMjIF
[2] https://siarchives.si.edu/blog/archiving-born-digital-media-smithsonian-astrophysical-observatory
[2] https://www.helpteaching.com/lessons/308/meteor-showers?utm_source=twitter.com&utm_medium=social&utm_campaign=have-you-ever-wished-upon-a-shooting-sta
[2] https://www.helpteaching.com/lessons/691/whats-for-dinner-a-science-story?utm_source=twitter.com&utm_medium=social&utm_campaign=all-animals-need-to-drink-water.-all-ani
[2] https://www.helpteaching.com/lessons/361/laboratory-safety-symbols?utm_source=twitter.com&utm_medium=social&utm_campaign=stay-safe-in-the-lab-by-learning-laborat
[2] https://www.helpteaching.com/lessons/720/energy?utm_source=twitter.com&utm_medium=social&utm_campaign=energy-exists-all-around-us--in-various
[1] https://www.drawittoknowit.com/
[1] https://www.calacademy.org/educators/lesson-plans/sky-science
[1] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[1] http://DennisMeredith.com

Top URLs in Tweet in G4:
[2] https://www.facebook.com/groups/2634226650127732
[1] https://www.uncoveringstudentideas.org/resources/3dimensions
[1] https://www.uncoveringstudentideas.org/dna
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DpBYJ9XF95SM%26feature%3Dyoutu.be&q=EgS4SO-bGPnc4vwFIhkA8aeDS9DWUzUh27Oy26hdiFN2viBxWwsLMgFy
[1] https://twitter.com/NSTA/status/1321434084149809160
[1] https://www.eventbrite.com/e/spotlight-on-science-illuminating-what-matters-most-wamoeba-sisters-tickets-95449581267

Top URLs in Tweet in G5:
[1] https://ace-ed.org/discovery-education-presents-the-3m-young-scientist-challenge/
[1] https://ace-ed.org/virginia-discovery-education-science-experience-approved-for-use-statewide/
[1] https://ace-ed.org/new-packages-help-middle-school-teachers-incorporate-science-and-coding-into-instruction/
[1] https://ace-ed.org/vernier-launches-graphical-analysis-pro-app-for-science-instructors-students/
[1] https://ace-ed.org/all-new-science-techbook-for-middle-school-stem-connect-resources-keep-you-connected-to-curiosity/
[1] https://ace-ed.org/?p=54616
[1] https://ace-ed.org/flinn-scientific-hosts-free-webinars-to-help-district-leaders-k-12-educators-navigate-this-school-year/
[1] https://twitter.com/DiscoveryEd/status/1306952383763820547

Top URLs in Tweet in G6:
[1] https://twitter.com/SarahLRCarroll/status/1319002533294198784

Top URLs in Tweet in G7:
[20] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G8:
[2] https://my.nsta.org/event/teacher-tip-tuesday-avoiding-data-and-science-misinformation-in-todays-messy-me
[1] http://digital.nsta.org/publication/?i=678944&article_id=3801084&view=articleBrowser&ver=html5
[1] https://epiclearning.web.unc.edu/covid/

Top URLs in Tweet in G9:
[1] https://trib.al/KmyKBpG
[1] https://www.cbsnews.com/news/amy-coney-barrett-abortion-record-trump-supreme-court/

Top URLs in Tweet in G10:
[2] https://linktr.ee/uabiodiversity
[1] http://crowfund.arizona.edu
[1] https://twitter.com/LennonAudrain/status/1314285686787194880
[1] https://www.youtube.com/watch?v=fQivMID9_Pg

[1] https://www.npr.org/2020/09/25/917014304/educators-share-their-thoughts-on-teaching-during-the-pandemic
[1] https://twitter.com/mr_faizebhs/status/1317148832845713409

Top Domains
Top Domains in Tweet in Entire Graph:
[60] twitter.com
[20] weareteachers.com
[19] helpteaching.com
[14] co.uk
[12] edtechimpact.com
[9] youtube.com
[7] rte.ie
[7] ace-ed.org
[6] newsomatic.net
[4] biologysimulations.com

Top Domains in Tweet in G1:
[21] twitter.com
[6] rte.ie
[3] bit.ly
[2] galwaybayfm.ie
[2] loom.com
[1] edtechbooks.org
[1] youtube.com
[1] iopconferences.org
[1] education.ie
[1] ul.ie

Top Domains in Tweet in G2:
[19] helpteaching.com
[7] twitter.com
[3] sociamonials.com
[2] facebook.com
[2] buymeacoffee.com
[2] si.edu
[1] drawittoknowit.com
[1] calacademy.org
[1] dennismeredith.com
[1] wired.com

Top Domains in Tweet in G4:
[2] uncoveringstudentideas.org
[2] facebook.com
[1] google.com
[1] twitter.com
[1] eventbrite.com

Top Domains in Tweet in G5:
[7] ace-ed.org
[1] twitter.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[20] weareteachers.com

Top Domains in Tweet in G8:
[3] nsta.org
[1] unc.edu

Top Domains in Tweet in G9:
[1] trib.al
[1] cbsnews.com

Top Domains in Tweet in G10:
[2] linktr.ee
[2] twitter.com
[1] arizona.edu
[1] youtube.com
[1] npr.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[308] scienceed
[70] stem
[46] science
[34] scichat
[22] stemeducation
[20] stemed
[20] sponsored
[17] edchat
[17] students
[16] onlinelearning



Top Hashtags in Tweet in G1:
[2] science
[2] covid19
[2] myunilife
[2] practical
[2] frontiersofphysics2020
[2] schoolingathome
[2] back2basics
[1] chatbiology
[1] scienceed
[1] scienceselfefficacyinchildren

Top Hashtags in Tweet in G2:
[72] scienceed
[23] stem
[14] onlinelesson
[14] onlinelearning
[7] science
[7] biochat
[7] teach180
[6] stemed
[6] edchat
[5] education

Top Hashtags in Tweet in G3:
[3] scienceed
[2] womeninstem
[2] youcandoboth
[2] whosaysscienceisntcool
[1] scied
[1] science
[1] scicomm
[1] blackinscicomm
[1] blackinstem

Top Hashtags in Tweet in G4:
[9] scienceed
[7] nsta
[6] formative
[5] ngss
[5] stem
[3] nsta20
[3] scied
[2] edchat
[2] stemscopes
[2] scienceteacher

Top Hashtags in Tweet in G5:
[8] scienceed
[7] ageofequity
[6] edequity
[5] science
[4] middleschool
[3] stem
[3] stemed
[2] k12
[2] edpolicy
[1] coding

Top Hashtags in Tweet in G6:
[3] frontiersofphysics2020
[2] astronomy
[2] women
[2] scientists
[1] scienceducation
[1] onlineteaching
[1] edchatie

Top Hashtags in Tweet in G7:
[20] scichat
[20] scienceed
[20] sponsored

Top Hashtags in Tweet in G8:
[7] scienceed
[2] data
[2] science
[2] media
[1] teachag
[1] careerteched
[1] wesciencehere

Top Hashtags in Tweet in G9:
[1] bbcrealitycheck
[1] debates2020

Top Hashtags in Tweet in G10:
[10] scienceed
[7] stem
[4] science
[4] scienceteacher
[3] ngss
[2] education
[2] stemeducation
[1] enviornmentaled
[1] environmentaled
[1] stemed

Top Words
Top Words in Tweet in Entire Graph:
[308] #scienceed
[126] science
[85] students
[75] teachers
[70] #stem
[60] more
[51] learning
[49] #science
[46] together
[43] vmcc_scienceed

Top Words in Tweet in G1:
[36] vmcc_scienceed
[25] sarahlrcarroll
[22] nuigalway
[21] murielgrenon
[20] edtechne
[19] students
[18] cellexplorers
[17] researchatnuig
[16] scienceirel
[16] nuigsu

Top Words in Tweet in G2:
[72] #scienceed
[23] #stem
[17] science
[14] #onlinelesson
[14] #onlinelearning
[11] students
[10] lesson
[9] more
[9] online
[8] today

Top Words in Tweet in G3:
[36] threw
[36] together
[36] lil
[36] graphic
[36] last
[36] night
[36] represent
[36] inherent
[36] connections
[36] sometimes

Top Words in Tweet in G4:
[39] ctskeeley
[28] probes
[25] uncovering
[23] ideas
[20] middle
[20] hs
[20] life
[20] sci
[20] bio
[20] teachers

Top Words in Tweet in G5:
[11] students
[9] more
[9] access2equityed
[8] #scienceed
[7] #ageofequity
[6] #edequity
[6] edutalkradio
[6] maialee
[6] learn
[5] #science

Top Words in Tweet in G6:
[7] vmcc_scienceed
[5] iopiteachers
[5] iop_ireland
[4] acardinot
[4] resources
[3] edtechne
[3] #frontiersofphysics2020
[3] thanks
[2] castel_dcu
[2] today

Top Words in Tweet in G7:
[20] lab
[20] problem
[20] #scichat
[20] #scienceed
[20] #sponsored
[17] weareteachers

Top Words in Tweet in G8:
[7] nsta
[7] #scienceed
[4] forward
[4] interested
[4] join
[4] friends
[4] nctm
[3] ctskeeley
[3] hs
[3] please

Top Words in Tweet in G9:
[8] election
[3] judicial
[3] abortion
[3] record
[3] rattiom32
[3] hello_hi_vera
[3] jimsciutto
[3] vacuum
[2] orchestral
[2] piece

Top Words in Tweet in G10:
[10] #scienceed
[8] doc_b_brown
[8] teachers
[7] #stem
[6] recent
[6] interview
[6] hannah
[6] cheek
[6] pearsonprimary
[6] exploring

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] threw,together
[36] together,lil
[36] lil,graphic
[36] graphic,last
[36] last,night
[36] night,represent
[36] represent,inherent
[36] inherent,connections
[36] connections,sometimes
[36] sometimes,consider

Top Word Pairs in Tweet in G1:
[16] scienceirel,vmcc_scienceed
[16] vmcc_scienceed,researchatnuig
[16] researchatnuig,nuigalway
[16] nuigalway,nuigsu
[14] nuigsu,murielgrenon
[13] cellexplorers,sarahlrcarroll
[13] sarahlrcarroll,scienceirel
[9] murielgrenon,cconcannonsci
[9] cconcannonsci,s_mc_g
[9] s_mc_g,shanemcc

Top Word Pairs in Tweet in G2:
[14] #onlinelesson,#onlinelearning
[11] #scienceed,#stem
[8] #stem,#scienceed
[7] #onlinelearning,#scienceed
[7] online,lesson
[6] lesson,#onlinelesson
[6] animals,need
[5] #scienceed,#teach180
[5] different,types
[4] #biochat,#scienceed

Top Word Pairs in Tweet in G3:
[36] threw,together
[36] together,lil
[36] lil,graphic
[36] graphic,last
[36] last,night
[36] night,represent
[36] represent,inherent
[36] inherent,connections
[36] connections,sometimes
[36] sometimes,consider

Top Word Pairs in Tweet in G4:
[20] middle,hs
[20] hs,life
[20] life,sci
[20] sci,bio
[20] bio,teachers
[20] teachers,anyone
[20] anyone,familiar
[20] familiar,uncovering
[20] uncovering,st
[20] st,ideas

Top Word Pairs in Tweet in G5:
[6] #ageofequity,#edequity
[6] #edequity,edutalkradio
[6] edutalkradio,maialee
[5] lesson,plans
[5] learn,more
[4] virginia,discoveryed
[4] discoveryed,#science
[4] #science,experience
[4] experience,provides
[4] provides,lesson

Top Word Pairs in Tweet in G6:
[5] iopiteachers,iop_ireland
[3] vmcc_scienceed,iopiteachers
[2] iop_ireland,castel_dcu
[2] castel_dcu,edtechne
[2] stellar,time
[2] time,presenting
[2] presenting,virtual
[2] virtual,online
[2] online,offline
[2] offline,resources

Top Word Pairs in Tweet in G7:
[20] lab,problem
[20] problem,#scichat
[20] #scichat,#scienceed
[20] #scienceed,#sponsored
[17] weareteachers,lab

Top Word Pairs in Tweet in G8:
[4] interested,#scienceed
[4] join,friends
[4] friends,nsta
[4] nsta,nctm
[3] something,look
[3] look,forward
[3] forward,interested
[3] #scienceed,join
[3] nctm,medialiteracyed
[2] remote,learning

Top Word Pairs in Tweet in G9:
[3] rattiom32,hello_hi_vera
[3] hello_hi_vera,jimsciutto
[2] election,orchestral
[2] orchestral,piece
[2] piece,boléro
[2] here's,everything
[2] everything,know
[2] know,amy
[2] amy,coney
[2] coney,barrett's

Top Word Pairs in Tweet in G10:
[6] recent,interview
[6] interview,hannah
[6] hannah,cheek
[6] cheek,pearsonprimary
[6] pearsonprimary,exploring
[6] exploring,ways
[6] ways,diversify
[6] diversify,science
[6] science,curriculum
[5] doc_b_brown,recent

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@cellexplorers
@grainnewalshe
@garlandcat
@thegalwegian
@acardinot
@ellenmellon_88
@flynndpaul
@mrdjkellybsc
@hartonomdphd

Top Replied-To in G1:
@vmcc_scienceed
@cellexplorers
@flynndpaul
@ellenmellon_88
@thegalwegian
@grainnewalshe
@mrdjkellybsc
@audrey_ul
@acardinot
@lindabiesty

Top Replied-To in G3:
@ravenscimaven

Top Replied-To in G6:
@vmcc_scienceed
@grainnewalshe
@bankphysics
@acardinot

Top Replied-To in G9:
@rattiom32
@racerbluegold
@scottpresler
@itsgfreviews
@aquarcapri
@jdl_scienceed

Top Mentioned
Top Mentioned in Entire Graph:
@ctskeeley
@vmcc_scienceed
@scienergetic
@edtechne
@sarahlrcarroll
@nuigalway
@murielgrenon
@researchatnuig
@weareteachers
@scienceirel

Top Mentioned in G1:
@vmcc_scienceed
@nuigalway
@sarahlrcarroll
@edtechne
@murielgrenon
@researchatnuig
@scienceirel
@nuigsu
@gerryleadership
@cellexplorers

Top Mentioned in G2:
@dbis_sci

Top Mentioned in G3:
@scienergetic
@blackinscicomm
@blackinstemed
@mchammer
@dayshay88
@ravenscimaven

Top Mentioned in G4:
@ctskeeley
@arkscience
@amoebasisters
@aebaeder

Top Mentioned in G5:
@access2equityed
@discoveryed
@edutalkradio
@maialee
@vernierst
@samlabs
@vhslearning
@nmsi
@3m
@lmcfarli

Top Mentioned in G6:
@iopiteachers
@iop_ireland
@vmcc_scienceed
@edtechne
@acardinot
@castel_dcu
@sarahlrcarroll
@ultrajessamyn
@frakyc
@sspcentre

Top Mentioned in G7:
@weareteachers

Top Mentioned in G8:
@nsta
@nctm
@ctskeeley
@medialiteracyed
@edctweets
@naae
@troydsadler
@nsf
@uncschoolofed
@mizzoueducation

Top Mentioned in G9:
@hello_hi_vera
@jimsciutto
@rattiom32
@astrokatie
@bykatesmith
@aclu
@bbcworld
@sci_phile
@physicsj
@cbsnews

Top Mentioned in G10:
@doc_b_brown
@pearsonprimary
@gmetacognition
@lennonaudrain
@uarizona
@pearsonpte

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@femtech_
@irishtimes
@mary_swilling
@bexxmodd
@bar_zie
@bbcworld
@cbsnews
@boston1775
@academicchatter

Top Tweeters in G1:
@rtenews
@doc_kristy
@nuigsu
@dr_niamh_shaw
@ellenmellon_88
@dcu
@shanemcc
@scienceirel
@drshmoo
@nuigalway

Top Tweeters in G2:
@paleophile
@paulguinnessy
@supportrealtchr
@ppoulin
@logangin
@corsair_of_time
@scifinov
@a
@massivesci
@teriw63

Top Tweeters in G3:
@femtech_
@chabis_ch
@mchammer
@gwenckatz
@scicommbot
@biggmarv
@lindsaylavigne2
@tomsent
@theedhenry
@beththeblerd

Top Tweeters in G4:
@imsouthern
@amykfmurphy
@sciencecat222
@sciencecook
@amoebasisters
@lex1science
@science_4_all
@elemscitchr
@mathfanhoefert
@stemgalguzman

Top Tweeters in G5:
@noapp4pedagogy
@illumina
@fpoodry
@edutalkradio
@3m
@nmsi
@vdoe_news
@vernierst
@rwarren42
@samlabs

Top Tweeters in G6:
@sspcentre
@ultrajessamyn
@6to5against
@clarenoone
@iop_ireland
@iopiteachers
@grainnewalshe
@magdakersting
@castel_dcu
@aliconnolly18

Top Tweeters in G7:
@garym
@booksyalove
@weareteachers
@praxismedhat
@jctoromorales
@mrshoyesc
@agarcia_ci
@coachmaclay
@sharonpe16
@fitzwalsh

Top Tweeters in G8:
@nsta
@nsf
@rcmclean
@edctweets
@nctm
@mizzoueducation
@medialiteracyed
@peggyashbrook
@naae
@nsf_ehr

Top Tweeters in G9:
@bbcworld
@cbsnews
@racerbluegold
@astrokatie
@scottpresler
@aclu
@sci_phile
@jimsciutto
@physicsj
@bykatesmith

Top Tweeters in G10:
@stem_ai
@uarizona
@scifleur
@docchriswright
@lennonaudrain
@pearsonprimary
@gmetacognition
@rachelbconnolly
@pearsonpte
@harristeaches


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.