scienceed, Twitter, 10/3/2020 12:37:33 AM, 236662


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scienceed_2020-10-02_17-33-00.xlsx
scienceed_2020-10-02_17-33-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 03, 2020
Short Description:
scienceed via NodeXL https://bit.ly/2GobNaH
@ctskeeley
@scifri
@doc_b_brown
@stem_ai
@clandelstem
@gastromonica
@lenoramcrabtree
@tamiplein
@vmcc_scienceed
@jste1924

Top hashtags:
#scienceed
#stem
#science
#ngss
#stemed
#stemeducation
#scienceteacher
#onlinelearning

Description:
Description
The graph represents a network of 548 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, 03 October 2020 at 00:33 UTC.

The requested start date was Saturday, 03 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 93-day, 2-hour, 56-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 02 October 2020 at 19:00 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 : 548
Unique Edges : 416
Edges With Duplicates : 706
Total Edges : 1122
Number of Edge Types : 5
Mentions : 236
Retweet : 279
MentionsInRetweet : 416
Tweet : 168
Replies to : 23
Self-Loops : 169
Reciprocated Vertex Pair Ratio : 0.054421768707483
Reciprocated Edge Ratio : 0.103225806451613
Connected Components : 117
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 161
Maximum Edges in a Connected Component : 423
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.747757
Graph Density : 0.00206834892379135
Modularity : 0.541175
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 548 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, 03 October 2020 at 00:33 UTC.

The requested start date was Saturday, 03 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 93-day, 2-hour, 56-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 02 October 2020 at 19:00 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
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[3] https://twitter.com/cleapss/status/1292765691418992641
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[2] https://www.buymeacoffee.com/C7YNSMjIF
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[2] https://www.helpteaching.com/lessons/423/earths-water?utm_source=twitter.com&utm_medium=social&utm_campaign=in-this-lesson--well-talk-about-the-ear

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
[1] https://twitter.com/acardinot/status/1307268202905436161
[1] https://twitter.com/shassettruane/status/1310899490530955265
[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
[1] https://www.surveymonkey.com/r/surveyschoolingathome
[1] https://twitter.com/JackHoJo/status/1288360220213874689

Top URLs in Tweet in G2:
[1] https://www.eventbrite.com/e/spotlight-on-science-illuminating-what-matters-most-wamoeba-sisters-tickets-95449581267
[1] https://twitter.com/Katayune/status/1288434537626767361
[1] https://www.uncoveringstudentideas.org
[1] https://www.uncoveringstudentideas.org/resources/3dimensions
[1] https://www.uncoveringstudentideas.org/dna
[1] https://twitter.com/nselascience/status/1287268448075120641

Top URLs in Tweet in G3:
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[2] https://www.buymeacoffee.com/C7YNSMjIF
[1] http://saharalameh.com
[1] https://www.youtube.com/watch?v=Lgkfy-iPxDU

[1] https://www.youtube.com/watch?v=l5fGMJhD0qE

[1] https://www.youtube.com/watch?v=V8ndAyxkxtA

[1] https://www.youtube.com/watch?v=gVebPEYiq2o

[1] https://www.teachersuperstore.com.au/subject/science/chemistry/
[1] https://www.teachersuperstore.com.au/how-to-save-the-whole-stinkin-planet
[1] https://www.givepulse.com/event/198004-Safety-Ambassador-ScienceEd-Building

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=fQivMID9_Pg

[1] https://twitter.com/stanforded/status/1279822419532922880
[1] https://twitter.com/vicariouslee/status/1282546956020006912
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.npr.org/2020/09/25/917014304/educators-share-their-thoughts-on-teaching-during-the-pandemic
[1] https://www.edutopia.org/article/2-simple-ways-improve-online-instruction
[1] https://twitter.com/jste1924/status/1286743936942387206

Top URLs in Tweet in G5:
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.sciencefriday.com/educational-resources/how-fireworks-get-their-colors/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G6:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G7:
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://www.tandfonline.com/doi/abs/10.1080/09500693.2020.1783718?cookieSet=1

Top URLs in Tweet in G8:
[3] https://twitter.com/cleapss/status/1292765691418992641
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[1] https://www.rte.ie/news/2020/0911/1164575-cao-analysis/
[1] https://twitter.com/carcher_pd/status/1280577995611275264
[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
[1] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283

Top URLs in Tweet in G9:
[1] https://app.newsomatic.net/2020/9/1/the-continent-without-coronavirus?language=English&reading-level=5-6&t=d0ba6d2b-0dc5-4296-8bfe-2f49c180c518
[1] https://www.newsomatic.org/post/5-news-o-matic-articles-for-teaching-about-the-moon
[1] https://www.newsomatic.org/post/5-news-o-matic-articles-for-teaching-about-the-history-of-moon-exploration
[1] https://app.newsomatic.net/2020/9/23/why-do-leaves-change-colors?language=English&reading-level=5-6&t=db6dd259-fa40-4062-86e1-c7d3bd7d72b8
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top URLs in Tweet in G10:
[1] https://ace-ed.org/vernier-launches-graphical-analysis-pro-app-for-science-instructors-students/
[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://twitter.com/DiscoveryEd/status/1306952383763820547

Top Domains
Top Domains in Tweet in Entire Graph:
[51] twitter.com
[21] helpteaching.com
[12] tandfonline.com
[11] youtube.com
[4] com.au
[4] globaleducationtimes.org
[4] sciencefriday.com
[3] ace-ed.org
[3] facebook.com
[3] uncoveringstudentideas.org

Top Domains in Tweet in G1:
[9] twitter.com
[3] tandfonline.com
[1] iopconferences.org
[1] wordpress.com
[1] surveymonkey.com
[1] kaltura.com
[1] stanford.edu
[1] google.com
[1] irishtimes.com

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

Top Domains in Tweet in G3:
[4] youtube.com
[2] facebook.com
[2] com.au
[2] twitter.com
[2] buymeacoffee.com
[1] saharalameh.com
[1] givepulse.com
[1] org.au
[1] adamequipment.com
[1] chronicle.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] youtube.com
[1] npr.org
[1] edutopia.org

Top Domains in Tweet in G5:
[4] sciencefriday.com

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

Top Domains in Tweet in G7:
[1] twitter.com
[1] tandfonline.com

Top Domains in Tweet in G8:
[9] twitter.com
[1] rte.ie
[1] scidev.net
[1] teacherspayteachers.com

Top Domains in Tweet in G9:
[2] newsomatic.net
[2] newsomatic.org
[1] twitter.com
[1] org.au

Top Domains in Tweet in G10:
[3] ace-ed.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[267] scienceed
[62] stem
[47] science
[24] ngss
[24] stemed
[21] stemeducation
[20] scienceteacher
[19] onlinelearning
[18] edchat
[17] education



Top Hashtags in Tweet in G1:
[5] frontiersofphysics2020
[3] astronomy
[2] science
[1] hechatie
[1] frontiersofphysicsconference2020
[1] asechat
[1] scienceducation
[1] onlineteaching
[1] edchatie
[1] numeracyforall

Top Hashtags in Tweet in G2:
[9] scienceed
[8] nsta
[7] nsta20
[7] ngss
[4] stem
[4] scied
[3] formative
[1] science
[1] education
[1] scichat

Top Hashtags in Tweet in G3:
[45] scienceed
[9] science
[6] education
[5] stemeducation
[5] stem
[5] edchat
[5] stemed
[4] scicomm
[4] meded
[4] chemistry

Top Hashtags in Tweet in G4:
[13] scienceed
[9] ngss
[4] stem
[4] urbaned
[3] nycnearpod
[3] earthscience
[2] nsta
[1] stemeducation
[1] ngsschat
[1] stemed

Top Hashtags in Tweet in G5:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G6:
[7] scienceed

Top Hashtags in Tweet in G7:
[4] scienceed
[2] ngss
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

Top Hashtags in Tweet in G8:
[17] scienceed
[9] edchatie
[4] chemed
[4] citizenscience
[4] citsci2020
[2] citsci
[2] blacklivesmatter
[2] blackintheivory
[2] ukedchat
[2] aussieed

Top Hashtags in Tweet in G9:
[11] students
[11] scienceed
[9] stem
[5] stemeducation
[4] maths
[3] elementary
[3] middleschool
[3] science
[2] teachers
[2] education

Top Hashtags in Tweet in G10:
[4] scienceed
[4] middleschool
[3] ageofequity
[3] science
[2] edequity
[1] stemed
[1] stem
[1] k12
[1] edpolicy
[1] coding

Top Words
Top Words in Tweet in Entire Graph:
[267] #scienceed
[163] science
[62] #stem
[58] teachers
[55] ctskeeley
[50] #science
[50] students
[50] more
[46] ideas
[37] learning

Top Words in Tweet in G1:
[9] edtechne
[9] vmcc_scienceed
[8] iop_ireland
[7] acardinot
[7] iopiteachers
[6] covid
[6] see
[6] done
[6] education
[6] today

Top Words in Tweet in G2:
[53] ctskeeley
[39] ideas
[35] probes
[34] uncovering
[23] resources
[22] life
[21] middle
[21] hs
[21] sci
[21] bio

Top Words in Tweet in G3:
[45] #scienceed
[12] science
[11] learning
[9] #science
[8] students
[6] #education
[6] today
[6] ice
[6] great
[5] making

Top Words in Tweet in G4:
[28] doc_b_brown
[18] thanks
[15] more
[13] #scienceed
[13] jste1924
[13] allowing
[13] publish
[13] convinced
[13] potential
[13] value

Top Words in Tweet in G5:
[28] scifri
[19] science
[18] friday
[17] institute
[16] summer
[13] educators
[13] watched
[13] fireworks
[13] show
[13] wondered

Top Words in Tweet in G6:
[7] #scienceed
[6] attn
[6] peeps
[6] spread
[6] word
[6] apply
[6] bpenuel
[6] jbintzbscs
[6] abeslo
[6] sarahopenscied

Top Words in Tweet in G7:
[4] #scienceed
[4] laura_z1127
[2] troydsadler
[2] #ngss
[2] pjfried
[2] likescied
[2] sharonjlynch
[2] uncresearch
[2] mizzoueducation
[2] bioteachk

Top Words in Tweet in G8:
[17] #scienceed
[11] science
[9] #edchatie
[9] drjohnodonoghue
[8] deis
[6] useful
[5] teachers
[5] very
[5] poll
[5] respond

Top Words in Tweet in G9:
[11] #students
[11] #scienceed
[10] news
[10] matic
[9] today's
[9] #stem
[5] #stemeducation
[5] news_o_matic
[4] scientists
[4] spoke

Top Words in Tweet in G10:
[6] students
[5] way
[5] vernierst
[5] teachers
[5] access2equityed
[4] provides
[4] #scienceed
[4] discoveryed
[4] lesson
[4] plans

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

Top Word Pairs in Tweet in G1:
[7] iopiteachers,iop_ireland
[4] well,done
[4] vmcc_scienceed,iopiteachers
[3] iop_ireland,castel_dcu
[3] castel_dcu,edtechne
[3] sexual,harassment
[3] stellar,time
[3] time,presenting
[3] presenting,virtual
[3] virtual,online

Top Word Pairs in Tweet in G2:
[21] middle,hs
[21] hs,life
[21] life,sci
[21] sci,bio
[21] bio,teachers
[21] teachers,anyone
[21] anyone,familiar
[21] familiar,uncovering
[21] uncovering,st
[21] st,ideas

Top Word Pairs in Tweet in G3:
[3] #scicomm,#research
[3] #research,#sciencematters
[3] #sciencematters,#science
[3] #science,#researcher
[3] #researcher,#edutwitter
[3] #edutwitter,#education
[3] #education,#philosophy
[3] #philosophy,#university
[3] #university,#educationcannotwait
[3] #educationcannotwait,#educateyourself

Top Word Pairs in Tweet in G4:
[15] doc_b_brown,thanks
[13] thanks,jste1924
[13] jste1924,allowing
[13] allowing,publish
[13] publish,more
[13] more,convinced
[13] convinced,potential
[13] potential,value
[13] value,added
[12] added,techn

Top Word Pairs in Tweet in G5:
[18] science,friday
[16] friday,summer
[16] summer,institute
[13] watched,fireworks
[13] fireworks,show
[13] show,wondered
[13] wondered,different
[13] different,colors
[13] colors,amazing
[13] amazing,reds

Top Word Pairs in Tweet in G6:
[6] attn,#scienceed
[6] #scienceed,peeps
[6] peeps,spread
[6] spread,word
[6] word,apply
[6] apply,bpenuel
[6] bpenuel,jbintzbscs
[6] jbintzbscs,abeslo
[6] abeslo,sarahopenscied
[6] sarahopenscied,shmoovyshmoov

Top Word Pairs in Tweet in G7:
[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
[2] article,dr

Top Word Pairs in Tweet in G8:
[5] #edchatie,#scienceed
[5] science,teachers
[5] very,useful
[5] respond,below
[5] below,friend
[4] serious,food
[4] food,thought
[4] thought,achievement
[4] achievement,gap
[4] gap,between

Top Word Pairs in Tweet in G9:
[10] news,matic
[4] matic,spoke
[4] science_academy,inviting
[4] inviting,#students
[4] #students,cameras
[4] cameras,ready
[4] ready,spot
[4] spot,#maths
[4] #maths,part
[4] part,sciencexart

Top Word Pairs in Tweet in G10:
[4] lesson,plans
[4] packages,vernierst
[4] vernierst,samlabs
[4] samlabs,give
[4] give,teachers
[4] teachers,cost
[4] cost,effective
[4] effective,way
[4] way,#middleschool
[4] #middleschool,students

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ctskeeley
@doc_b_brown
@scifri
@jste1924
@drjohnodonoghue
@nearpod
@edtechne
@iop_ireland
@vmcc_scienceed
@iopiteachers

Top Mentioned in G1:
@edtechne
@iop_ireland
@vmcc_scienceed
@iopiteachers
@acardinot
@laurieryan2
@castel_dcu
@flynndpaul
@scienceirel
@petertgallagher

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

Top Mentioned in G3:
@dbis_sci

Top Mentioned in G4:
@doc_b_brown
@jste1924
@nearpod
@pearsonprimary
@mrshartnett115
@msljflores
@pearsonpte
@ctskeeley
@nycschools

Top Mentioned in G5:
@scifri
@chienforstem
@quartokids

Top Mentioned in G6:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@ctskeeley
@tiffanyneill
@tamiplein

Top Mentioned in G7:
@laura_z1127
@troydsadler
@pjfried
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@mizzoultc

Top Mentioned in G8:
@drjohnodonoghue
@iamcitsci
@cleapss
@theslimevids
@brooksplanet2

Top Mentioned in G9:
@news_o_matic
@science_academy
@ahisa_national
@doc_b_brown
@mit
@gwr
@nybg
@darciemanning19
@scifri
@jste1924

Top Mentioned in G10:
@vernierst
@access2equityed
@discoveryed
@samlabs
@edutalkradio
@maialee
@vdoe_news
@illumina

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@irishtimes
@protectingterra
@danzadanceorg
@bbcworld
@bexxmodd
@cbsnews
@academicchatter
@bot_africana
@scalarhumanity

Top Tweeters in G1:
@irishtimes
@newschambers
@iainmacl
@dr_niamh_shaw
@simonharristd
@ucddublin
@scienceirel
@aoibhinn_ni_s
@mrsjmasters
@cellexplorers

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

Top Tweeters in G3:
@givepulseevents
@supportrealtchr
@logangin
@corsair_of_time
@jgates513
@scifinov
@sterlace
@brownellcassie
@svefoundation
@basfagproducts

Top Tweeters in G4:
@drjlmooreiii
@brettashtonsj
@nearpod
@nycschools
@scifleur
@docchriswright
@jorgedoespbl
@kevnix
@pearsonprimary
@achosinfo

Top Tweeters in G5:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G6:
@bpenuel
@starrscience
@smithsonianscie
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem

Top Tweeters in G7:
@jefordnctoy
@carolinebrooks_
@mizzoueducation
@uncresearch
@mrsyav
@drchancewlewis
@bioteachk
@troydsadler
@sharonjlynch
@lenoramcrabtree

Top Tweeters in G8:
@epuujee
@localecologist
@coopsciscoop
@lessontoolbox
@thughes313
@cleapss
@citsci_geek
@drjohnodonoghue
@chemistryed
@mcmorrowtara

Top Tweeters in G9:
@stem_ai
@gwr
@science_academy
@mit
@nybg
@news_o_matic
@indschoolsvic
@susan11718
@ahisa_national
@nycmyon

Top Tweeters in G10:
@discoveryed
@illumina
@fpoodry
@edutalkradio
@vdoe_news
@vernierst
@rwarren42
@samlabs
@vanessalcurtis
@kehappenings


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