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scienceed_2020-10-23_17-33-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 24, 2020
Short Description:
scienceed via NodeXL https://bit.ly/3jpaPsd
@vmcc_scienceed
@ctskeeley
@scienergetic
@acardinot
@edtechne
@thegalwegian
@sarahlrcarroll
@nsta
@ravenscimaven
@aoibhinn_ni_s

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

Description:
Description
The graph represents a network of 536 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, 24 October 2020 at 00:33 UTC.

The requested start date was Saturday, 24 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 83-day, 5-hour, 46-minute period from Saturday, 01 August 2020 at 14:44 UTC to Friday, 23 October 2020 at 20:30 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 : 536
Unique Edges : 451
Edges With Duplicates : 791
Total Edges : 1242
Number of Edge Types : 5
Mentions : 347
Tweet : 167
Replies to : 34
Retweet : 272
MentionsInRetweet : 422
Self-Loops : 168
Reciprocated Vertex Pair Ratio : 0.0884244372990354
Reciprocated Edge Ratio : 0.162481536189069
Connected Components : 118
Single-Vertex Connected Components : 45
Maximum Vertices in a Connected Component : 73
Maximum Edges in a Connected Component : 329
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.223716
Graph Density : 0.00236085925512624
Modularity : 0.509232
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 536 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, 24 October 2020 at 00:33 UTC.

The requested start date was Saturday, 24 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 83-day, 5-hour, 46-minute period from Saturday, 01 August 2020 at 14:44 UTC to Friday, 23 October 2020 at 20:30 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 : 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://twitter.com/cleapss/status/1292765691418992641
[3] https://www.michelleschaub.com/dream-big
[2] https://twitter.com/compoundchem/status/1316669933288390660
[2] https://galwaybayfm.ie/galway-bay-fm-news-desk/design-team-appointed-for-new-school-for-the-bish-on-dangan-site/
[2] https://www.facebook.com/groups/2634226650127732
[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

Top URLs in Tweet in G1:
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[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
[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/acardinot/status/1307268202905436161
[1] https://twitter.com/FlynnDPaul/status/1308862606669742085
[1] https://edtechbooks.org/jaid_9_3/by_hook_or_by_crook

Top URLs in Tweet in G2:
[2] https://www.buymeacoffee.com/C7YNSMjIF
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DgVebPEYiq2o&q=EgS4SO-bGOfszfwFIhkA8aeDS7SubkppAl0siLjrMnHPczYT1rQzMgFy
[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 G3:
[1] https://www.youtube.com/watch?v=JipGl1mVjgs&feature=youtu.be


Top URLs in Tweet in G4:
[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 G5:
[1] https://ace-ed.org/?p=54616
[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://twitter.com/DiscoveryEd/status/1306952383763820547

Top URLs in Tweet in G6:
[1] https://twitter.com/NSF/status/1267062876692512768

Top URLs in Tweet in G7:
[3] https://twitter.com/cleapss/status/1292765691418992641
[1] https://twitter.com/oneclumsybat/status/1317921464729874433
[1] https://twitter.com/irishsciteach/status/1300008347551379457
[1] https://twitter.com/majelladempsey/status/1301835121063014402
[1] https://www.rte.ie/news/2020/0911/1164575-cao-analysis/
[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 G8:
[1] https://trib.al/KmyKBpG
[1] https://www.cbsnews.com/news/amy-coney-barrett-abortion-record-trump-supreme-court/

Top URLs in Tweet in G9:
[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-bGN7szfwFIhkA8aeDS2FUdNV95ccmCbewKtd-RTeinLiFMgFy
[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 G10:
[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 Domains
Top Domains in Tweet in Entire Graph:
[49] twitter.com
[19] helpteaching.com
[6] newsomatic.net
[6] tandfonline.com
[5] ace-ed.org
[5] com.au
[4] google.com
[3] sociamonials.com
[3] facebook.com
[3] michelleschaub.com

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

Top Domains in Tweet in G2:
[4] twitter.com
[3] sociamonials.com
[2] buymeacoffee.com
[2] com.au
[2] popularmechanics.com
[1] google.com
[1] givepulse.com
[1] org.au
[1] adamequipment.com
[1] chronicle.com

Top Domains in Tweet in G3:
[1] youtube.com

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

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

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

Top Domains in Tweet in G7:
[7] twitter.com
[1] rte.ie
[1] scidev.net

Top Domains in Tweet in G8:
[1] trib.al
[1] cbsnews.com

Top Domains in Tweet in G9:
[4] twitter.com
[2] linktr.ee
[1] google.com
[1] npr.org
[1] arizona.edu

Top Domains in Tweet in G10:
[2] tcrecord.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[252] scienceed
[63] stem
[43] science
[17] onlinelearning
[17] scienceteacher
[16] students
[16] ngss
[15] edchat
[15] stemeducation
[15] onlinelesson



Top Hashtags in Tweet in G1:
[5] frontiersofphysics2020
[3] astronomy
[2] science
[2] covid19
[2] women
[2] scientists
[1] scienceselfefficacyinchildren
[1] scienceselfefficacyscale
[1] scientistfacilitatedinformaleducation
[1] frontiersofphysicsconference2020

Top Hashtags in Tweet in G2:
[55] scienceed
[11] stem
[9] stemed
[6] science
[6] edchat
[6] biochat
[6] teach180
[5] stemeducation
[4] chemistry
[3] biology

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

Top Hashtags in Tweet in G4:
[10] scienceed
[9] nsta
[7] ngss
[6] stem
[6] formative
[5] nsta20
[4] scied
[2] stemscopes
[2] nsela
[1] sciencefa

Top Hashtags in Tweet in G5:
[6] scienceed
[5] ageofequity
[4] edequity
[4] science
[4] middleschool
[2] stemed
[2] stem
[1] ruraled
[1] mathed
[1] k12

Top Hashtags in Tweet in G6:
[3] scienceed
[2] ngss
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

Top Hashtags in Tweet in G7:
[15] scienceed
[7] edchatie
[6] chemed
[4] citizenscience
[4] citsci2020
[2] elearning
[2] virtuallearning
[2] virtualschool
[2] covid19
[2] citsci

Top Hashtags in Tweet in G8:
[1] bbcrealitycheck
[1] debates2020

Top Hashtags in Tweet in G9:
[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 G10:
[4] scienceed
[2] scichat
[1] teacherresidency
[1] teachingresidencies
[1] teacherprep
[1] equitableeducation
[1] teachered
[1] onlinelearning
[1] remotelearning

Top Words
Top Words in Tweet in Entire Graph:
[252] #scienceed
[119] science
[63] #stem
[62] teachers
[57] students
[53] ctskeeley
[46] #science
[45] together
[44] ideas
[39] resources

Top Words in Tweet in G1:
[32] vmcc_scienceed
[24] sarahlrcarroll
[20] murielgrenon
[17] edtechne
[17] researchatnuig
[16] cellexplorers
[16] scienceirel
[16] nuigalway
[16] nuigsu
[11] thanks

Top Words in Tweet in G2:
[55] #scienceed
[13] science
[12] students
[11] #stem
[9] #stemed
[8] great
[8] learning
[7] today
[6] #science
[6] ice

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:
[52] ctskeeley
[39] ideas
[36] uncovering
[34] probes
[21] site
[21] life
[20] web
[20] resources
[20] middle
[20] hs

Top Words in Tweet in G5:
[10] students
[9] access2equityed
[8] more
[6] #scienceed
[5] learn
[5] #ageofequity
[5] discoveryed
[5] provides
[5] lesson
[5] plans

Top Words in Tweet in G6:
[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 G7:
[15] #scienceed
[10] science
[9] drjohnodonoghue
[8] deis
[7] #edchatie
[6] #chemed
[5] very
[5] useful
[5] poll
[5] respond

Top Words in Tweet in G8:
[6] election
[3] judicial
[3] abortion
[3] record
[3] rattiom32
[3] hello_hi_vera
[3] jimsciutto
[3] vacuum
[2] here's
[2] everything

Top Words in Tweet in G9:
[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 G10:
[8] science
[7] relevant
[7] research
[7] times
[7] teach
[6] deep
[6] knowledge
[6] learning
[6] understanding
[6] equity

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:
[4] #scienceed,#teach180
[3] ice,cream
[3] #scienceed,#stemed
[3] #stemed,#stemeducation
[3] students,made
[3] #biochat,#scienceed
[3] solar,system
[2] #scienceed,#science
[2] #scienceed,#edchat
[2] answer,sheets

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] 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 G5:
[5] lesson,plans
[4] kudos,vhslearning
[4] vhslearning,nmsi
[4] nmsi,making
[4] making,ap
[4] ap,courses
[4] courses,more
[4] more,accessible
[4] accessible,students
[4] students,living

Top Word Pairs in Tweet in G6:
[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 G7:
[6] #chemed,#scienceed
[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

Top Word Pairs in Tweet in G8:
[3] rattiom32,hello_hi_vera
[3] hello_hi_vera,jimsciutto
[2] here's,everything
[2] everything,know
[2] know,amy
[2] amy,coney
[2] coney,barrett's
[2] barrett's,judicial
[2] judicial,abortion
[2] abortion,record

Top Word Pairs in Tweet in G9:
[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 G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@cellexplorers
@grainnewalshe
@acardinot
@ellenmellon_88
@flynndpaul
@mrdjkellybsc
@aquarcapri
@itsgfreviews
@scottpresler

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

Top Replied-To in G3:
@ravenscimaven

Top Replied-To in G8:
@aquarcapri
@rattiom32
@racerbluegold
@scottpresler
@itsgfreviews
@jdl_scienceed

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

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

Top Mentioned in G2:
@dbis_sci

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

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

Top Mentioned in G5:
@access2equityed
@discoveryed
@vernierst
@vhslearning
@nmsi
@edutalkradio
@maialee
@samlabs
@vdoe_news
@illumina

Top Mentioned in G6:
@troydsadler
@pjfried
@laura_z1127
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@drchancewlewis

Top Mentioned in G7:
@drjohnodonoghue
@iamcitsci
@sci_classroom
@cleapss
@theslimevids

Top Mentioned in G8:
@hello_hi_vera
@jimsciutto
@rattiom32
@bykatesmith
@aclu
@bbcworld
@sci_phile
@physicsj
@cbsnews

Top Mentioned in G9:
@doc_b_brown
@pearsonprimary
@pearsonpte
@darciemanning19
@lennonaudrain
@uarizona

Top Mentioned in G10:
@tcrecord
@rggsatamnh
@trattc2
@tcpress
@douglarkin01
@msuteachered
@msucehs
@malcolmbbutler
@ucfccie
@ucfteachered

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

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

Top Tweeters in G2:
@paulguinnessy
@givepulseevents
@supportrealtchr
@logangin
@corsair_of_time
@scifinov
@a
@sterlace
@brownellcassie
@massivesci

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

Top Tweeters in G4:
@sciencecook
@sciencecat222
@drloriandersen
@amoebasisters
@lex1science
@science_4_all
@elemscitchr
@stemgalguzman
@mathfanhoefert
@gastromonica

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

Top Tweeters in G6:
@jefordnctoy
@carolinebrooks_
@mizzoueducation
@uncresearch
@mrsyav
@drchancewlewis
@bioteachk
@troydsadler
@sharonjlynch
@lenoramcrabtree

Top Tweeters in G7:
@epuujee
@localecologist
@coopsciscoop
@lessontoolbox
@thughes313
@cleapss
@citsci_geek
@drjohnodonoghue
@chemistryed
@mcmorrowtara

Top Tweeters in G8:
@bbcworld
@cbsnews
@racerbluegold
@scottpresler
@aclu
@sci_phile
@jimsciutto
@physicsj
@bykatesmith
@itsgfreviews

Top Tweeters in G9:
@stem_ai
@uarizona
@scifleur
@docchriswright
@lennonaudrain
@pearsonprimary
@rachelbconnolly
@pearsonpte
@harristeaches
@pond_michael

Top Tweeters in G10:
@blkhwk0ps
@teachnorthtexas
@tcpress
@tcrecord
@tc_ote
@ucfccie
@msucehs
@malcolmbbutler
@rggsatamnh
@douglarkin01


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