scienceed, Twitter, 4/2/2022 2:41:37 AM, 274156


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scienceed_2022-04-01_17-42-00.xlsx
scienceed_2022-04-01_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 02, 2022
Short Description:
scienceed via NodeXL https://bit.ly/38qVAPP
@vmcc_scienceed
@this0499154500
@nassimretiere
@juliettescience
@chemistryed
@andrewsinst_tcu
@krsciencelady
@praxismedhat
@stem_ai
@whittlescience

Top hashtags:
#scienceed
#stem
#ngss
#science
#prideandexcellence
#phearce

Description:
Description
The graph represents a network of 682 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, 02 April 2022 at 00:42 UTC.

The requested start date was Saturday, 02 April 2022 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 120-day, 21-hour, 35-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Thursday, 31 March 2022 at 22:11 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 : 682
Unique Edges : 584
Edges With Duplicates : 1131
Total Edges : 1715
Number of Edge Types : 5
Retweet : 405
MentionsInRetweet : 602
Tweet : 177
Mentions : 500
Replies to : 31
Self-Loops : 178
Reciprocated Vertex Pair Ratio : 0.0660146699266504
Reciprocated Edge Ratio : 0.123853211009174
Connected Components : 108
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 263
Maximum Edges in a Connected Component : 964
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.951044
Graph Density : 0.0018775218434164
Modularity : 0.469961
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 682 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, 02 April 2022 at 00:42 UTC.

The requested start date was Saturday, 02 April 2022 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 120-day, 21-hour, 35-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Thursday, 31 March 2022 at 22:11 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:
[13] https://stemteachingtools.org/sp/climate-learning
[12] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet
[6] https://stemteachingtools.org/brief/32
[5] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[4] https://www.viewbug.com/photo/2780932
[4] https://sharemylesson.com/webinars/climate-emergency
[4] https://www.braintasticscience.com/schools
[3] https://www.odu.edu/news/2022/3/narst
[3] https://www.montana.edu/msse/course-catalog/index.html#PSPP547

Top URLs in Tweet in G1:
[4] https://www.viewbug.com/photo/2780932
[2] https://www.irishtimes.com/news/social-affairs/travellers-celebrate-as-30-year-campaign-for-recognition-ends-1.2994386
[2] https://www.theguardian.com/world/2021/dec/31/thats-a-wrap-french-plastic-packaging-ban-for-fruit-and-veg-begins
[2] https://www.viewbug.com/photo/3290514
[2] http://inhc.weebly.com
[2] https://twitter.com/MearaNiamh/status/1506377770200453135
[2] https://twitter.com/liveit_proj/status/1485592061986455555
[2] https://twitter.com/corneliathinks/status/1488079795326009347
[1] https://twitter.com/edtechne/status/1498273043344470020
[1] https://imta.ie/teacher-cpd-videos/

Top URLs in Tweet in G2:
[13] https://stemteachingtools.org/sp/climate-learning
[6] https://stemteachingtools.org/brief/32
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D0smTWS3Y4fk&q=EgS4SO-bGIzBiZIGIhB0zqbFjEvc-RQdT-_cU2k8MgFy
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[2] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[1] https://www.youtube.com/watch?v=RQF9-EuVraI&feature=youtu.be

[1] https://www.youtube.com/watch?v=80xvM82Z_X8

[1] https://www.youtube.com/watch?v=Q5iuepi7ls4&feature=youtu.be

[1] https://twitter.com/NassimRETIERE/status/1507042121525698560?s=20&t=iDl-8NiyN_uIf7tzlzmw3g
[1] https://imta.ie/teacher-cpd-videos/

Top URLs in Tweet in G3:
[2] https://schooldepot.co.uk/item/9781510462564/dp/
[2] https://www.mdwfp.com/museum/learn-teach/for-teachers/
[1] https://innovateglobalhealth.org
[1] https://www2.cisl.ucar.edu/siparcs/cisl-outreach-diversity-and-education-code-intern
[1] https://byrd.osu.edu/sites/default/files/2020-11/lessonplan.pdf
[1] https://www.zinnedproject.org/login/?redirect_to=/wp-content/uploads/2013/04/mystery_three_scary_numbers.pdf%3fnocache=true
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.jneb.org%2Farticle%2FS0022-3182%2812%2981240-4%2Ffulltext&rc=0
[1] https://queensu.zoom.us/meeting/register/tJMscuitrjIrEtwYYYjVnxIlBGSnQPo1yRRT
[1] https://www.stem.org.uk/cpd/search
[1] https://www.pinterest.com/TheCenter1983/

Top URLs in Tweet in G4:
[1] https://drwendybohon.com/
[1] https://www.physics.mun.ca/~kris/
[1] https://www.heemstralab.com

Top URLs in Tweet in G5:
[1] https://books.apple.com/book/id1576147726
[1] https://twitter.com/NGSSchat/status/1471582997333917697
[1] https://twitter.com/llacrosse/status/1500457798827753473
[1] https://twitter.com/dopelabspodcast/status/1501860514737098752
[1] https://www.anthemawards.com/winners/list/entry/
[1] https://twitter.com/jdeinhammer/status/1504575118537805826

Top URLs in Tweet in G7:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

Top URLs in Tweet in G8:
[2] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=74131f87-8c79-41ff-8de5-6ad8c9d4eb55&utm_campaign=hootsuite
[2] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=478beb48-aff5-48e0-a469-2d56126126ad&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=e266d9f8-ef1d-4612-a2a3-8c5998159d11&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=defd9041-8659-4264-b9e4-b824615f8df1&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=7c558bab-54b9-4c1f-8583-49ec245ec376&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=7da46cc3-148f-4c59-abd7-f36c10278e2a&utm_campaign=hootsuite

Top URLs in Tweet in G9:
[1] https://twitter.com/mr_amidon/status/1499170607568670721

Top URLs in Tweet in G10:
[2] https://www.pnas.org/content/116/39/19251
[1] https://sigcse.cs.manchester.ac.uk/2022/03/07/sigman-23/
[1] https://twitter.com/sara_hjelm/status/1475020748377014277

Top Domains
Top Domains in Tweet in Entire Graph:
[50] twitter.com
[19] stemteachingtools.org
[12] dyslexiakit.net
[9] braintasticscience.com
[9] kickstarter.com
[6] viewbug.com
[5] zoom.us
[5] youtube.com
[5] agu.org
[5] co.uk

Top Domains in Tweet in G1:
[26] twitter.com
[6] viewbug.com
[3] nuigalway.ie
[2] irishtimes.com
[2] theguardian.com
[2] weebly.com
[2] bit.ly
[2] zoom.us
[1] imta.ie
[1] doi.org

Top Domains in Tweet in G2:
[19] stemteachingtools.org
[3] youtube.com
[2] google.com
[2] nodexlgraphgallery.org
[2] concord.org
[1] twitter.com
[1] imta.ie
[1] pdst.ie
[1] jrsmte.com

Top Domains in Tweet in G3:
[4] twitter.com
[2] zoom.us
[2] co.uk
[2] serpmedia.org
[2] mdwfp.com
[1] innovateglobalhealth.org
[1] ucar.edu
[1] osu.edu
[1] zinnedproject.org
[1] elsevierhealth.com

Top Domains in Tweet in G4:
[1] drwendybohon.com
[1] mun.ca
[1] heemstralab.com

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

Top Domains in Tweet in G7:
[9] kickstarter.com

Top Domains in Tweet in G8:
[5] nap.edu
[3] ow.ly

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[2] pnas.org
[1] ac.uk
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[321] scienceed
[98] stem
[47] ngss
[40] science
[38] prideandexcellence
[35] phearce
[28] education
[26] mathed
[26] stemeducation
[22] steam



Top Hashtags in Tweet in G1:
[6] photography
[5] erasmusplus
[4] stem
[4] stpatricksday
[4] webaccessibility
[4] idea
[3] hackathons
[3] hackathon
[3] peoplewithcognitivedisabilities
[3] nuigalway

Top Hashtags in Tweet in G2:
[16] scienceed
[13] climatelearning
[11] scied
[6] stem
[4] chemed
[4] education
[4] edtech
[4] ngss
[3] science
[3] stemed

Top Hashtags in Tweet in G3:
[48] scienceed
[15] stem
[11] science
[6] education
[6] stemeducation
[4] scichat
[4] edchat
[4] scienceteacher
[3] math
[3] cee1983

Top Hashtags in Tweet in G4:
[23] scienceed
[16] womenshistorymonth
[16] mathed
[9] womeninscience
[7] sciencecommunication
[6] stem
[6] womeninmath
[5] blackhistorymonth
[4] womeninengineering
[3] chemed

Top Hashtags in Tweet in G5:
[7] scienceed
[6] podcast
[5] edchat
[2] science
[2] ela
[1] appleeduchat
[1] journalism
[1] inquiry
[1] scienced
[1] sschat

Top Hashtags in Tweet in G6:
[43] scienceed
[37] prideandexcellence
[34] phearce
[28] ngss
[8] middleschool
[8] juniorhigh
[8] stem
[8] steam
[7] teacher
[7] scienceteacher

Top Hashtags in Tweet in G7:
[12] anatomy
[9] puzzle
[6] scienceed
[4] medart
[4] science
[3] medtwitter
[3] sciart
[3] puzzles
[3] edutwitter
[3] homeschool

Top Hashtags in Tweet in G8:
[8] education
[8] scienceed
[7] stem

Top Hashtags in Tweet in G9:
[4] thankyou
[3] scienceed
[2] phenomenon
[2] ozone
[2] soclose
[2] ngss
[1] mlls
[1] mllchat
[1] edchat
[1] nabe2022

Top Hashtags in Tweet in G10:
[1] sigcse
[1] pnas
[1] aberpgcthe

Top Words
Top Words in Tweet in Entire Graph:
[321] #scienceed
[202] science
[136] students
[98] #stem
[61] whittlescience
[60] research
[58] more
[57] scientific
[51] teachers
[49] openscied

Top Words in Tweet in G1:
[45] edtechne
[33] research
[32] nuigalway
[25] education
[24] webinar
[22] project
[16] 02
[16] vmcc_scienceed
[15] coppernuigalway
[14] great

Top Words in Tweet in G2:
[20] stemteachtools
[16] #scienceed
[14] learning
[13] climate
[13] tools
[13] one
[13] place
[13] check
[13] #climatelearning
[11] #scied

Top Words in Tweet in G3:
[48] #scienceed
[15] #stem
[11] #science
[10] science
[10] students
[6] #education
[6] #stemeducation
[5] teachers
[4] 12
[4] work

Top Words in Tweet in G4:
[29] meet
[23] #scienceed
[20] andrewsinst_tcu
[16] #womenshistorymonth
[16] #mathed
[13] dr
[10] currently
[10] research
[9] #womeninscience
[8] week

Top Words in Tweet in G5:
[17] cinehead
[12] honored
[12] part
[12] natgeoeducation
[12] team
[12] created
[12] online
[12] course
[12] teachers
[12] storytelling

Top Words in Tweet in G6:
[60] whittlescience
[46] openscied
[43] #scienceed
[37] #prideandexcellence
[34] #phearce
[28] #ngss
[18] cold
[17] best
[14] flameless
[13] cup

Top Words in Tweet in G7:
[12] #anatomy
[9] left
[9] #puzzle
[9] kickstarter
[8] mention
[7] rosalind
[7] franklin
[7] chemist
[7] forgotten
[7] discussing

Top Words in Tweet in G8:
[37] science
[29] scientific
[29] thinking
[29] essential
[29] students
[29] those
[29] pursuing
[29] careers
[29] report
[29] recommends

Top Words in Tweet in G9:
[5] many
[4] mr_amidon
[4] #thankyou
[4] groups
[4] programs
[4] provided
[4] opportunities
[4] grow
[4] create
[4] learning

Top Words in Tweet in G10:
[8] louis_scienceed
[4] learning
[3] translate
[3] skolinkvisition
[3] asaplsnr
[3] tstarkey1212
[3] thereadingape
[3] emma_turner75
[3] ed
[2] actual

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] scientific,thinking
[37] thinking,essential
[32] essential,students
[29] students,those
[29] those,pursuing
[29] pursuing,science
[29] science,careers
[29] careers,report
[29] report,recommends
[29] recommends,actions

Top Word Pairs in Tweet in G1:
[17] edtechne,research
[14] school,education
[14] research,project
[14] project,webinar
[12] webinar,series
[10] looking,forward
[8] research,webinar
[8] education,edtechne
[7] innovative,research
[6] series,live

Top Word Pairs in Tweet in G2:
[13] climate,learning
[13] learning,tools
[13] tools,one
[13] one,place
[13] place,check
[13] check,#climatelearning
[12] stemteachtools,climate
[8] #climatelearning,#scienceâ
[6] teach,strict
[6] strict,scientific

Top Word Pairs in Tweet in G3:
[3] #stem,#steam
[2] professional,development
[2] #scichat,#scienceed
[2] #stem,#usabo
[2] #usabo,#science
[2] #science,#stemcareers
[2] #stemcareers,#stemcareer
[2] #scienceed,#cee1983
[2] #stemeducation,#scienceed
[2] #stem,#scienceed

Top Word Pairs in Tweet in G4:
[11] #mathed,#scienceed
[11] andrewsinst_tcu,meet
[7] meet,earthquake
[7] earthquake,geologist
[7] geologist,drwendyrocks
[7] drwendyrocks,currently
[7] currently,sr
[7] sr,#sciencecommunication
[7] #sciencecommunication,specialist
[7] specialist,iris_epo

Top Word Pairs in Tweet in G5:
[12] honored,part
[12] part,natgeoeducation
[12] natgeoeducation,team
[12] team,created
[12] created,online
[12] online,course
[12] course,teachers
[12] teachers,storytelling
[12] storytelling,impact
[11] cinehead,honored

Top Word Pairs in Tweet in G6:
[27] #prideandexcellence,#phearce
[24] #phearce,#scienceed
[22] #scienceed,#ngss
[22] openscied,#prideandexcellence
[10] flameless,heater
[9] heater,mre
[8] starting,openscied
[8] openscied,#scienceed
[8] cold,cup
[8] #stem,#steam

Top Word Pairs in Tweet in G7:
[9] #anatomy,#puzzle
[8] #puzzle,kickstarter
[7] rosalind,franklin
[7] franklin,chemist
[7] chemist,forgotten
[7] forgotten,discussing
[7] discussing,dna
[7] dna,imaging
[7] imaging,revealed
[7] revealed,double

Top Word Pairs in Tweet in G8:
[29] scientific,thinking
[29] thinking,essential
[29] essential,students
[29] students,those
[29] those,pursuing
[29] pursuing,science
[29] science,careers
[29] careers,report
[29] report,recommends
[29] recommends,actions

Top Word Pairs in Tweet in G9:
[4] #thankyou,many
[4] many,groups
[4] groups,programs
[4] programs,provided
[4] provided,opportunities
[4] opportunities,grow
[4] grow,create
[4] create,learning
[4] learning,matters
[3] mr_amidon,#thankyou

Top Word Pairs in Tweet in G10:
[3] skolinkvisition,asaplsnr
[3] asaplsnr,tstarkey1212
[3] tstarkey1212,thereadingape
[3] thereadingape,emma_turner75
[2] actual,learning
[2] emma_turner75,louis_scienceed
[2] please,spread
[2] spread,below
[2] below,find
[2] find,time

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@ncar_science
@eoinneylon
@nimhgov
@jimlenaghan
@edtechne
@irishresearch
@vygotskian
@amalibourk
@this0499154500

Top Replied-To in G1:
@vmcc_scienceed
@eoinneylon
@vygotskian
@edtechne
@jimlenaghan
@irishresearch
@irishsciteach
@physicsnuig

Top Replied-To in G2:
@this0499154500
@startschools

Top Replied-To in G4:
@ncar_science
@nimhgov

Top Replied-To in G9:
@noaa_esrl

Top Replied-To in G10:
@maryjacobtel1
@rachelhann
@joshua_r_eyler
@marcuslithander
@sara_hjelm

Top Mentioned
Top Mentioned in Entire Graph:
@whittlescience
@openscied
@edtechne
@nuigalway
@thenasem
@andrewsinst_tcu
@stemteachtools
@cinehead
@corneliathinks
@coppernuigalway

Top Mentioned in G1:
@edtechne
@nuigalway
@corneliathinks
@coppernuigalway
@drsaragartland
@vmcc_scienceed
@flynndpaul
@liveit_proj
@drjohnodonoghue
@viewbug

Top Mentioned in G2:
@stemteachtools
@juliettescience
@sci_classroom
@vmcc_scienceed
@concorddotorg
@praxismedhat
@krsciencelady
@imtanational
@markj_ohnson
@chemistryed

Top Mentioned in G3:
@sja_jeju

Top Mentioned in G4:
@andrewsinst_tcu
@drwendyrocks
@iris_epo
@ucar_news
@nasa_landsat
@stemxicaned
@umich
@jenheemstra
@emoryuniversity
@sci_classroom

Top Mentioned in G5:
@cinehead
@natgeoeducation
@spotify
@llacrosse
@jdeinhammer
@willcottjulie
@alaska_toy2018
@anthemawards
@edutopia

Top Mentioned in G6:
@whittlescience
@openscied
@opensc
@o
@megan_mcgann
@brettmelliott1

Top Mentioned in G7:
@cr_sci
@mesabree
@mslinyana
@gotgeniusgames
@scienergetic
@blackinscicomm
@blackinstemed
@mchammer

Top Mentioned in G8:
@thenasem

Top Mentioned in G9:
@mr_amidon
@ncse
@noaaeducation
@nysmtp
@natgeoeducation
@amseducation
@endeavorstem
@cireseo
@nasajpl_edu
@stanysorg

Top Mentioned in G10:
@louis_scienceed
@skolinkvisition
@asaplsnr
@tstarkey1212
@thereadingape
@emma_turner75
@harvard
@pnasnews
@roberttalbert
@ubcphas

Top Tweeters
Top Tweeters in Entire Graph:
@raivoonet
@irishtimes
@suestroud
@abc7newsbayarea
@botfemale
@hlthiskrieger
@vrretweeter
@eco1start
@getiftech
@taximanf100

Top Tweeters in G1:
@irishtimes
@hotpress
@johnbreslin
@microsoftedu
@urbanhobbit
@dcu
@tcddublin
@eoinneylon
@simonharristd
@nuigalway

Top Tweeters in G2:
@hlthiskrieger
@superteamup
@markj_ohnson
@garym
@krsciencelady
@nassimretiere
@praxismedhat
@rachelmewes1982
@dtcampbe
@philiplbell

Top Tweeters in G3:
@schooldepotcouk
@lovekarenx
@emtumilty
@fizzicsed
@botanyrules
@jeffoshields2
@tadousay
@thegreatsofmath
@steedie1980
@kgallagher_sci

Top Tweeters in G4:
@raivoonet
@suestroud
@in_stemm
@stemxicaned
@triketora
@audubonsociety
@umich
@iris_epo
@drwendyrocks
@nasa_landsat

Top Tweeters in G5:
@andrefarfan10
@maryjanekeao
@jag_____
@mcleod
@edutopia
@spotify
@kirstenmacgreg2
@thewebbyawards
@kellycroy
@vidhyag12

Top Tweeters in G6:
@brettmelliott1
@sciencecook
@curriculummatrs
@curriculumrocks
@classroomwonder
@bscsorg
@elliottbrettm72
@openscied
@oehrkelisa
@kimberlyfluet

Top Tweeters in G7:
@botfemale
@b0tsci
@telehealthbot
@scicommbot
@mchammer
@mbowmanscience
@clariopenticum
@jayaisales
@womenhealthbot
@liborioescobedo

Top Tweeters in G8:
@mjyank13
@do_kinder
@globalphobserv
@equityhealthdev
@ghia1212
@cofheq
@luciaruggiero
@lilylopears
@friendsofnasa
@nuclearkelly

Top Tweeters in G9:
@karennemethedm
@nbpts
@ncse
@nysmtp
@nasajpl
@pbrookins44
@noaaeducation
@amseducation
@ocmboces
@empirespaceny

Top Tweeters in G10:
@skolinkvisition
@tstarkey1212
@asaplsnr
@sara_hjelm
@harvard
@joshua_r_eyler
@olicav
@roberttalbert
@emma_turner75
@polarisdotca