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scienceed_2020-10-16_17-33-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 17, 2020
Short Description:
scienceed via NodeXL https://bit.ly/31huvb4
@vmcc_scienceed
@ctskeeley
@scienergetic
@nsta
@thegalwegian
@ravenscimaven
@femtech_
@aoibhinn_ni_s
@edctweets
@lenoramcrabtree

Top hashtags:
#scienceed
#stem
#science
#ngss
#scienceteacher
#edchat
#onlinelearning

Description:
Description
The graph represents a network of 483 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, 17 October 2020 at 00:33 UTC.

The requested start date was Saturday, 17 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 76-day, 2-hour, 48-minute period from Saturday, 01 August 2020 at 14:44 UTC to Friday, 16 October 2020 at 17:33 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 : 483
Unique Edges : 402
Edges With Duplicates : 725
Total Edges : 1127
Number of Edge Types : 5
Retweet : 255
MentionsInRetweet : 392
Mentions : 301
Tweet : 150
Replies to : 29
Self-Loops : 151
Reciprocated Vertex Pair Ratio : 0.0848056537102474
Reciprocated Edge Ratio : 0.156351791530945
Connected Components : 108
Single-Vertex Connected Components : 40
Maximum Vertices in a Connected Component : 54
Maximum Edges in a Connected Component : 285
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.094074
Graph Density : 0.00263738907072842
Modularity : 0.511798
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 483 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, 17 October 2020 at 00:33 UTC.

The requested start date was Saturday, 17 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 76-day, 2-hour, 48-minute period from Saturday, 01 August 2020 at 14:44 UTC to Friday, 16 October 2020 at 17:33 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:
[4] https://www.tandfonline.com/toc/hedp20/55/3?cookieSet=1
[3] https://www.michelleschaub.com/dream-big
[3] https://twitter.com/cleapss/status/1292765691418992641
[2] https://my.nsta.org/event/teacher-tip-tuesday-avoiding-data-and-science-misinformation-in-todays-messy-me
[2] https://www.kirkusreviews.com/book-reviews/lisa-amstutz/plants-fight-back/
[2] https://www.edweek.org/ew/articles/2020/09/30/how-to-make-science-class-relevant-during.html
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://linktr.ee/uabiodiversity
[2] https://galwaybayfm.ie/galway-bay-fm-news-desk/design-team-appointed-for-new-school-for-the-bish-on-dangan-site/
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1

Top URLs in Tweet in G1:
[2] https://galwaybayfm.ie/galway-bay-fm-news-desk/design-team-appointed-for-new-school-for-the-bish-on-dangan-site/
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[1] https://twitter.com/acardinot/status/1307268202905436161
[1] https://twitter.com/shassettruane/status/1310899490530955265
[1] https://twitter.com/SarahLRCarroll/status/1314179467171033089
[1] https://www.iopconferences.org/iop/frontend/reg/thome.csp?pageID=983793&eventID=1565
[1] https://twitter.com/FlynnDPaul/status/1308862606669742085
[1] https://pedagoggles.wordpress.com/2020/09/16/old-dog-new-tricks/
[1] https://twitter.com/IrishTimes/status/1304150032770187264

Top URLs in Tweet in G2:
[2] https://www.facebook.com/groups/2634226650127732
[1] https://www.uncoveringstudentideas.org
[1] https://www.uncoveringstudentideas.org/resources/3dimensions
[1] https://www.uncoveringstudentideas.org/dna
[1] https://www.eventbrite.com/e/spotlight-on-science-illuminating-what-matters-most-wamoeba-sisters-tickets-95449581267

Top URLs in Tweet in G3:
[2] https://www.buymeacoffee.com/C7YNSMjIF
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DgVebPEYiq2o&q=EgS4SO-bGNj3qPwFIhkA8aeDSwIj6_G0PiLAnH2BEsfILLAOiOqNMgFy
[1] https://www.givepulse.com/event/198004-Safety-Ambassador-ScienceEd-Building
[1] https://inspiringtas.org.au/wp-content/uploads/2020/08/National-Science-Week-Program-2020-DIGITAL.pdf
[1] https://twitter.com/edsurge/status/1177057707871952897
[1] https://twitter.com/SPPS_Richardson/status/1298696824111468556
[1] https://www.adamequipment.com/support/resources/education-resources?utm_campaign=2020
[1] Adam
[1] Equipment
[1] Social

Top URLs in Tweet in G5:
[1] https://twitter.com/NSF/status/1267062876692512768

Top URLs in Tweet in G6:
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://linktr.ee/uabiodiversity
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DfQivMID9_Pg&q=EgS4SO-bGNH3qPwFIhkA8aeDS_J9mr8U-HOiPQkGr2JGspYTsuCjMgFy
[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
[1] http://crowfund.arizona.edu
[1] https://twitter.com/LennonAudrain/status/1314285686787194880

Top URLs in Tweet in G7:
[1] https://twitter.com/TeachersCollege/status/1316853358490157056
[1] https://www.tcrecord.org/content.asp?contentid=17823
[1] https://www.tcrecord.org/content.asp?contentid=17577

Top URLs in Tweet in G8:
[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/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://twitter.com/DiscoveryEd/status/1306952383763820547

Top URLs in Tweet in G9:
[3] https://twitter.com/cleapss/status/1292765691418992641
[1] https://www.rte.ie/news/2020/0911/1164575-cao-analysis/
[1] https://twitter.com/irishsciteach/status/1300008347551379457
[1] https://twitter.com/majelladempsey/status/1301835121063014402
[1] https://twitter.com/IamCitSci/status/1303506223124353024
[1] https://www.scidev.net/global/migration/editorials/mitigating-the-brain-drain-is-a-moral-necessity.html

Top URLs in Tweet in G10:
[1] https://trib.al/KmyKBpG
[1] https://www.cbsnews.com/news/amy-coney-barrett-abortion-record-trump-supreme-court/

Top Domains
Top Domains in Tweet in Entire Graph:
[43] twitter.com
[17] helpteaching.com
[6] tandfonline.com
[4] google.com
[4] ace-ed.org
[4] com.au
[3] newsomatic.net
[3] michelleschaub.com
[3] facebook.com
[3] eventbrite.com

Top Domains in Tweet in G1:
[10] twitter.com
[2] galwaybayfm.ie
[2] tandfonline.com
[1] iopconferences.org
[1] wordpress.com
[1] surveymonkey.com
[1] stanford.edu
[1] kaltura.com
[1] google.com

Top Domains in Tweet in G2:
[3] uncoveringstudentideas.org
[2] facebook.com
[1] eventbrite.com

Top Domains in Tweet in G3:
[4] twitter.com
[2] buymeacoffee.com
[2] com.au
[2] popularmechanics.com
[2] sociamonials.com
[1] google.com
[1] givepulse.com
[1] org.au
[1] adamequipment.com
[1] chronicle.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[4] twitter.com
[2] linktr.ee
[1] google.com
[1] npr.org
[1] arizona.edu

Top Domains in Tweet in G7:
[2] tcrecord.org
[1] twitter.com

Top Domains in Tweet in G8:
[4] ace-ed.org
[1] twitter.com

Top Domains in Tweet in G9:
[6] twitter.com
[1] rte.ie
[1] scidev.net

Top Domains in Tweet in G10:
[1] trib.al
[1] cbsnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[224] scienceed
[53] stem
[38] science
[16] ngss
[16] scienceteacher
[15] edchat
[15] onlinelearning
[14] students
[14] education
[14] onlinelesson



Top Hashtags in Tweet in G1:
[5] frontiersofphysics2020
[3] astronomy
[2] science
[1] scienceselfefficacyinchildren
[1] scienceselfefficacyscale
[1] scientistfacilitatedinformaleducation
[1] frontiersofphysicsconference2020
[1] asechat
[1] scienceducation
[1] onlineteaching

Top Hashtags in Tweet in G2:
[8] scienceed
[7] nsta
[7] ngss
[5] nsta20
[4] stem
[4] scied
[4] formative
[2] nsela
[1] sciencefa
[1] edchat

Top Hashtags in Tweet in G3:
[48] scienceed
[9] stem
[8] stemed
[6] edchat
[6] biochat
[6] teach180
[5] science
[5] stemeducation
[4] chemistry
[3] biology

Top Hashtags in Tweet in G4:
[1] scienceed
[1] scied
[1] science
[1] scicomm
[1] blackinscicomm
[1] blackinstem

Top Hashtags in Tweet in G5:
[3] scienceed
[2] ngss
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

Top Hashtags in Tweet in G6:
[9] scienceed
[6] stem
[3] ngss
[2] stemeducation
[2] education
[1] nsta
[1] enviornmentaled
[1] environmentaled
[1] stemed
[1] edchat

Top Hashtags in Tweet in G7:
[4] scienceed
[2] scichat
[1] teacherresidency
[1] teachingresidencies
[1] teacherprep
[1] equitableeducation
[1] teachered
[1] onlinelearning
[1] remotelearning

Top Hashtags in Tweet in G8:
[5] scienceed
[4] ageofequity
[4] science
[4] middleschool
[3] edequity
[2] stem
[1] k12
[1] edpolicy
[1] coding
[1] edtech

Top Hashtags in Tweet in G9:
[12] scienceed
[7] edchatie
[4] citizenscience
[4] citsci2020
[3] chemed
[2] citsci
[2] blacklivesmatter
[2] blackintheivory
[1] cao
[1] communityscience

Top Hashtags in Tweet in G10:
[1] bbcrealitycheck
[1] debates2020

Top Words
Top Words in Tweet in Entire Graph:
[224] #scienceed
[110] science
[59] teachers
[53] #stem
[52] ctskeeley
[47] students
[45] together
[44] ideas
[41] #science
[38] last

Top Words in Tweet in G1:
[29] vmcc_scienceed
[22] sarahlrcarroll
[20] murielgrenon
[17] researchatnuig
[16] cellexplorers
[16] scienceirel
[16] nuigalway
[16] nuigsu
[12] edtechne
[9] cconcannonsci

Top Words in Tweet in G2:
[51] ctskeeley
[39] ideas
[36] uncovering
[34] probes
[21] site
[21] life
[20] web
[20] resources
[20] middle
[20] hs

Top Words in Tweet in G3:
[48] #scienceed
[11] science
[10] students
[9] #stem
[8] great
[8] learning
[8] #stemed
[6] ice
[6] #edchat
[6] today

Top Words in Tweet in G4:
[35] threw
[35] together
[35] lil
[35] graphic
[35] last
[35] night
[35] represent
[35] inherent
[35] connections
[35] sometimes

Top Words in Tweet in G5:
[3] #scienceed
[2] troydsadler
[2] #ngss
[2] pjfried
[2] laura_z1127
[2] likescied
[2] sharonjlynch
[2] uncresearch
[2] mizzoueducation
[2] bioteachk

Top Words in Tweet in G6:
[10] teachers
[9] #scienceed
[9] doc_b_brown
[8] science
[6] recent
[6] interview
[6] hannah
[6] cheek
[6] pearsonprimary
[6] exploring

Top Words in Tweet in G7:
[8] science
[7] relevant
[7] research
[7] times
[7] teach
[6] deep
[6] knowledge
[6] learning
[6] understanding
[6] equity

Top Words in Tweet in G8:
[6] students
[6] access2equityed
[5] #scienceed
[5] discoveryed
[5] provides
[5] lesson
[5] plans
[5] vernierst
[5] teachers
[5] way

Top Words in Tweet in G9:
[12] #scienceed
[8] drjohnodonoghue
[8] science
[8] deis
[7] #edchatie
[5] very
[5] useful
[5] poll
[5] respond
[5] below

Top Words in Tweet in G10:
[6] election
[3] judicial
[3] abortion
[3] record
[3] rattiom32
[3] hello_hi_vera
[3] jimsciutto
[3] vacuum
[2] selected
[2] solar

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:
[20] web,site
[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

Top Word Pairs in Tweet in G3:
[4] #scienceed,#teach180
[3] ice,cream
[3] #stemed,#stemeducation
[3] students,made
[3] #biochat,#scienceed
[3] solar,system
[2] #scienceed,#science
[2] #scienceed,#edchat
[2] answer,sheets
[2] #scienceed,#stemed

Top Word Pairs in Tweet in G4:
[35] threw,together
[35] together,lil
[35] lil,graphic
[35] graphic,last
[35] last,night
[35] night,represent
[35] represent,inherent
[35] inherent,connections
[35] connections,sometimes
[35] sometimes,consider

Top Word Pairs in Tweet in G5:
[2] #scienceed,#ngss
[2] #ngss,pjfried
[2] pjfried,laura_z1127
[2] laura_z1127,likescied
[2] likescied,sharonjlynch
[2] sharonjlynch,uncresearch
[2] uncresearch,mizzoueducation
[2] mizzoueducation,bioteachk
[2] bioteachk,rhiannonmckee

Top Word Pairs in Tweet in G6:
[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 Word Pairs in Tweet in G7:
[7] relevant,research
[7] research,times
[6] times,deep
[6] deep,knowledge
[6] knowledge,learning
[6] learning,teach
[6] teach,science
[6] science,understanding
[6] understanding,equity
[5] tcrecord,relevant

Top Word Pairs in Tweet in G8:
[5] lesson,plans
[4] virginia,discoveryed
[4] discoveryed,#science
[4] #science,experience
[4] experience,provides
[4] provides,lesson
[4] plans,embedded
[4] embedded,formative
[4] formative,assessments
[4] assessments,activities

Top Word Pairs in Tweet in G9:
[5] very,useful
[5] respond,below
[5] below,friend
[4] serious,food
[4] food,thought
[4] thought,achievement
[4] achievement,gap
[4] gap,between
[4] between,deis
[4] deis,non

Top Word Pairs in Tweet in G10:
[3] rattiom32,hello_hi_vera
[3] hello_hi_vera,jimsciutto
[2] selected,solar
[2] solar,system
[2] system,objects
[2] objects,scale
[2] scale,size
[2] size,rotation
[2] rotation,speed
[2] speed,axial

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@cellexplorers
@acardinot
@ellenmellon_88
@itsgfreviews
@scottpresler
@racerbluegold
@rattiom32
@jdl_scienceed
@audrey_ul

Top Replied-To in G1:
@vmcc_scienceed
@cellexplorers
@ellenmellon_88
@acardinot
@audrey_ul
@bankphysics
@grainnewalshe
@sarahlrcarroll
@flynndpaul

Top Replied-To in G10:
@rattiom32
@racerbluegold
@scottpresler
@itsgfreviews
@jdl_scienceed

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

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

Top Mentioned in G2:
@ctskeeley
@arkscience
@amoebasisters
@aebaeder

Top Mentioned in G3:
@dbis_sci

Top Mentioned in G4:
@scienergetic
@blackinscicomm
@blackinstemed
@mchammer

Top Mentioned in G5:
@troydsadler
@pjfried
@laura_z1127
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@drchancewlewis

Top Mentioned in G6:
@doc_b_brown
@pearsonprimary
@pearsonpte
@darciemanning19
@lennonaudrain
@uarizona

Top Mentioned in G7:
@tcrecord
@rggsatamnh
@trattc2
@tcpress
@douglarkin01
@msuteachered
@msucehs
@malcolmbbutler
@ucfccie
@ucfteachered

Top Mentioned in G8:
@discoveryed
@access2equityed
@vernierst
@samlabs
@edutalkradio
@maialee
@vdoe_news
@illumina

Top Mentioned in G9:
@drjohnodonoghue
@iamcitsci
@cleapss
@theslimevids

Top Mentioned in G10:
@hello_hi_vera
@jimsciutto
@rattiom32
@physicsj
@bykatesmith
@aclu
@bbcworld
@sci_phile
@cbsnews

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@irishtimes
@protectingterra
@bexxmodd
@bbcworld
@cbsnews
@boston1775
@academicchatter
@bot_africana
@fabriciosx

Top Tweeters in G1:
@nuigsu
@dr_niamh_shaw
@ellenmellon_88
@simonharristd
@shanemcc
@scienceirel
@nuigalway
@elisatelisa
@mrsjmasters
@cellexplorers

Top Tweeters in G2:
@sciencecook
@sciencecat222
@drloriandersen
@amoebasisters
@lex1science
@science_4_all
@elemscitchr
@stemgalguzman
@gastromonica
@mathfanhoefert

Top Tweeters in G3:
@paulguinnessy
@givepulseevents
@supportrealtchr
@logangin
@corsair_of_time
@scifinov
@a
@sterlace
@brownellcassie
@massivesci

Top Tweeters in G4:
@chabis_ch
@mchammer
@gwenckatz
@scicommbot
@biggmarv
@lindsaylavigne2
@theedhenry
@tomsent
@beththeblerd
@thewildlifehost

Top Tweeters in G5:
@jefordnctoy
@carolinebrooks_
@mizzoueducation
@uncresearch
@mrsyav
@drchancewlewis
@bioteachk
@troydsadler
@sharonjlynch
@lenoramcrabtree

Top Tweeters in G6:
@stem_ai
@uarizona
@scifleur
@docchriswright
@lennonaudrain
@pearsonprimary
@rachelbconnolly
@pearsonpte
@harristeaches
@pond_michael

Top Tweeters in G7:
@blkhwk0ps
@teachnorthtexas
@tcpress
@tcrecord
@tc_ote
@ucfccie
@msucehs
@malcolmbbutler
@rggsatamnh
@douglarkin01

Top Tweeters in G8:
@noapp4pedagogy
@illumina
@fpoodry
@edutalkradio
@vdoe_news
@vernierst
@rwarren42
@samlabs
@vanessalcurtis
@kehappenings

Top Tweeters in G9:
@epuujee
@localecologist
@coopsciscoop
@lessontoolbox
@thughes313
@cleapss
@citsci_geek
@drjohnodonoghue
@chemistryed
@mcmorrowtara

Top Tweeters in G10:
@bbcworld
@cbsnews
@racerbluegold
@scottpresler
@aclu
@sci_phile
@jimsciutto
@physicsj
@bykatesmith
@itsgfreviews