scienceed, Twitter, 3/19/2022 12:46:39 AM, 273237


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scienceed_2022-03-18_17-42-00.xlsx
scienceed_2022-03-18_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3L0okwL
@vmcc_scienceed
@stemteachtools
@praxismedhat
@imtanational
@lindabiesty
@juliettescience
@krsciencelady
@whittlescience
@stem_ai
@ml_mcn

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

Description:
Description
The graph represents a network of 564 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, 19 March 2022 at 00:42 UTC.

The requested start date was Saturday, 19 March 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 106-day, 18-hour, 22-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Thursday, 17 March 2022 at 18:58 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 : 564
Unique Edges : 442
Edges With Duplicates : 891
Total Edges : 1333
Number of Edge Types : 5
Mentions : 390
Retweet : 321
MentionsInRetweet : 459
Tweet : 138
Replies to : 25
Self-Loops : 138
Reciprocated Vertex Pair Ratio : 0.0654205607476635
Reciprocated Edge Ratio : 0.12280701754386
Connected Components : 92
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 130
Maximum Edges in a Connected Component : 392
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.9458
Graph Density : 0.00215411360114886
Modularity : 0.481087
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 564 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, 19 March 2022 at 00:42 UTC.

The requested start date was Saturday, 19 March 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 106-day, 18-hour, 22-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Thursday, 17 March 2022 at 18:58 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
[10] 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://www.braintasticscience.com/schools
[3] https://www.montana.edu/msse/course-catalog/index.html#PSPP547
[2] https://twitter.com/liveit_proj/status/1485592061986455555
[2] https://twitter.com/corneliathinks/status/1488079795326009347

Top URLs in Tweet in G1:
[4] https://www.viewbug.com/photo/2780932
[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/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/
[1] https://dx.doi.org/10.1088/1361-6552/ac4ac4
[1] https://twitter.com/vmcc_scienceed/status/1492130626128039942

Top URLs in Tweet in G2:
[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 G3:
[1] https://twitter.com/SOPHiaPhysics/status/1485556790054035456
[1] https://imta.ie/teacher-cpd-videos/
[1] https://pubs.acs.org/toc/jceda8/99/3
[1] https://www.dcu.ie/courses/postgraduate/school-physical-sciences/professional-diploma-teaching-physics

Top URLs in Tweet in G4:
[2] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[1] https://twitter.com/sksleasman/status/1496625436989685761
[1] https://stemteachingtools.org/brief/32
[1] http://ow.ly/e7TL50FINxz?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=3b707261-9f07-476d-a611-b5479c40ae44&utm_campaign=hootsuite

Top URLs in Tweet in G5:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

Top URLs in Tweet in G6:
[1] https://twitter.com/dopelabspodcast/status/1501860514737098752
[1] https://twitter.com/llacrosse/status/1500457798827753473
[1] https://twitter.com/NGSSchat/status/1471582997333917697
[1] https://www.anthemawards.com/winners/list/entry/

Top URLs in Tweet in G7:
[1] https://twitter.com/mr_amidon/status/1499170607568670721

Top URLs in Tweet in G8:
[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 URLs in Tweet in G9:
[1] https://stemteachingtools.org/sp/climate-learning

Top URLs in Tweet in G10:
[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=7da46cc3-148f-4c59-abd7-f36c10278e2a&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

Top Domains
Top Domains in Tweet in Entire Graph:
[36] twitter.com
[19] stemteachingtools.org
[10] dyslexiakit.net
[9] kickstarter.com
[8] braintasticscience.com
[6] viewbug.com
[5] zoom.us
[5] agu.org
[5] co.uk
[5] nap.edu

Top Domains in Tweet in G1:
[17] twitter.com
[6] viewbug.com
[3] nuigalway.ie
[2] theguardian.com
[2] weebly.com
[2] zoom.us
[1] imta.ie
[1] doi.org
[1] sagepub.com
[1] tinyurl.com

Top Domains in Tweet in G2:
[3] 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 G3:
[1] twitter.com
[1] imta.ie
[1] acs.org
[1] dcu.ie

Top Domains in Tweet in G4:
[2] concord.org
[1] twitter.com
[1] stemteachingtools.org
[1] ow.ly

Top Domains in Tweet in G5:
[9] kickstarter.com

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

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

Top Domains in Tweet in G8:
[2] pnas.org
[1] ac.uk
[1] twitter.com

Top Domains in Tweet in G9:
[1] stemteachingtools.org

Top Domains in Tweet in G10:
[5] nap.edu
[2] ow.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[239] scienceed
[74] stem
[31] science
[29] ngss
[28] prideandexcellence
[24] stemeducation
[22] phearce
[19] education
[18] steam
[16] edchat



Top Hashtags in Tweet in G1:
[6] photography
[5] erasmusplus
[4] webaccessibility
[4] idea
[3] stepsengineersweek
[3] hackathons
[3] hackathon
[3] peoplewithcognitivedisabilities
[3] educationresearch
[2] npse2022

Top Hashtags in Tweet in G2:
[38] scienceed
[10] stem
[8] science
[6] stemeducation
[5] education
[4] edchat
[3] scichat
[3] scienceteacher
[3] cee1983
[3] stemcareers

Top Hashtags in Tweet in G3:
[1] mathsfest21
[1] jchemed
[1] jce
[1] stpatricksday
[1] irishresearch

Top Hashtags in Tweet in G4:
[14] scienceed
[12] k12
[12] stem
[9] inquiry
[9] ngss
[6] steam
[5] scied
[3] onekis
[3] stemeducation
[3] stemed

Top Hashtags in Tweet in G5:
[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 G6:
[6] podcast
[5] scienceed
[4] edchat
[2] science
[2] ela
[1] inquiry
[1] scienced
[1] journalism
[1] sschat
[1] storytelling

Top Hashtags in Tweet in G7:
[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 G8:
[1] sigcse
[1] pnas
[1] aberpgcthe

Top Hashtags in Tweet in G9:
[31] scienceed
[28] prideandexcellence
[22] phearce
[16] ngss
[8] middleschool
[8] juniorhigh
[8] stem
[8] steam
[7] teacher
[7] scienceteacher

Top Hashtags in Tweet in G10:
[7] education
[7] scienceed
[6] stem

Top Words
Top Words in Tweet in Entire Graph:
[239] #scienceed
[160] science
[107] students
[74] #stem
[53] scientific
[46] more
[46] whittlescience
[44] research
[43] one
[42] teachers

Top Words in Tweet in G1:
[39] edtechne
[29] research
[22] webinar
[21] education
[20] project
[18] nuigalway
[16] 02
[15] coppernuigalway
[13] series
[13] corneliathinks

Top Words in Tweet in G2:
[38] #scienceed
[10] #stem
[9] science
[8] #science
[7] students
[6] #stemeducation
[5] #education
[5] teachers
[4] 12
[4] #edchat

Top Words in Tweet in G3:
[3] epistem_ul
[2] sorchaniaodh
[2] irishsciteach
[2] drjohnodonoghue
[2] eilishmclough
[2] castel_dcu
[2] btyste
[2] vmcc_scienceed
[2] colaiste_muire
[2] teachers

Top Words in Tweet in G4:
[17] scientific
[14] #scienceed
[12] kispride
[12] #k12
[12] highly
[12] recommend
[12] #stem
[11] researching
[10] students
[9] #inquiry

Top Words in Tweet in G5:
[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 G6:
[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 G7:
[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 G8:
[8] louis_scienceed
[4] learning
[3] translate
[3] skolinkvisition
[3] asaplsnr
[3] tstarkey1212
[3] thereadingape
[3] emma_turner75
[3] ed
[2] actual

Top Words in Tweet in G9:
[46] whittlescience
[35] openscied
[31] #scienceed
[28] #prideandexcellence
[22] #phearce
[16] #ngss
[14] flameless
[14] cold
[13] cup
[12] best

Top Words in Tweet in G10:
[33] science
[26] scientific
[26] thinking
[26] essential
[26] students
[26] those
[26] pursuing
[26] careers
[26] report
[26] recommends

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

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

Top Word Pairs in Tweet in G2:
[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] #science,#edchat
[2] ed,association

Top Word Pairs in Tweet in G3:
[2] irishsciteach,drjohnodonoghue
[2] drjohnodonoghue,eilishmclough
[2] eilishmclough,castel_dcu
[2] castel_dcu,epistem_ul
[2] epistem_ul,btyste
[2] btyste,vmcc_scienceed
[2] vmcc_scienceed,colaiste_muire

Top Word Pairs in Tweet in G4:
[12] highly,recommend
[9] biologists,kispride
[9] kispride,highly
[9] recommend,book
[9] internal,external
[9] ngss,ls
[8] scientific,thinking
[8] thinking,essential
[8] essential,people
[8] people,navigating

Top Word Pairs in Tweet in G5:
[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 G6:
[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 G7:
[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 G8:
[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 Word Pairs in Tweet in G9:
[19] #prideandexcellence,#phearce
[15] openscied,#prideandexcellence
[13] #phearce,#scienceed
[11] #scienceed,#ngss
[10] flameless,heater
[9] starting,openscied
[9] heater,mre
[9] hail,storm
[8] openscied,#scienceed
[8] cold,cup

Top Word Pairs in Tweet in G10:
[26] scientific,thinking
[26] thinking,essential
[26] essential,students
[26] students,those
[26] those,pursuing
[26] pursuing,science
[26] science,careers
[26] careers,report
[26] report,recommends
[26] recommends,actions

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@ncar_science
@eoinneylon
@vygotskian
@jimlenaghan
@nimhgov
@mscrist_chem
@mssusann
@noaa_esrl
@ashley_green2

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

Top Replied-To in G3:
@irishsciteach

Top Replied-To in G7:
@noaa_esrl

Top Replied-To in G8:
@maryjacobtel1
@rachelhann
@joshua_r_eyler
@marcuslithander
@sara_hjelm

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

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

Top Mentioned in G2:

Top Mentioned in G3:
@epistem_ul
@sorchaniaodh
@drjohnodonoghue
@eilishmclough
@castel_dcu
@btyste
@vmcc_scienceed
@colaiste_muire
@irishsciteach

Top Mentioned in G4:
@kispride
@nasem_dbasse
@robzook1
@juliettescience
@concorddotorg
@astaconnect
@marni_landry
@karlacalbear
@stemteachtools

Top Mentioned in G5:
@cr_sci
@mesabree
@mslinyana
@gotgeniusgames
@scienergetic
@blackinscicomm
@blackinstemed
@mchammer

Top Mentioned in G6:
@cinehead
@natgeoeducation
@spotify
@willcottjulie
@jdeinhammer
@llacrosse
@alaska_toy2018
@anthemawards

Top Mentioned in G7:
@mr_amidon
@ncse
@noaaeducation
@nysmtp
@natgeoeducation
@amseducation
@endeavorstem
@cireseo
@nasajpl_edu
@stanysorg

Top Mentioned in G8:
@louis_scienceed
@skolinkvisition
@asaplsnr
@tstarkey1212
@thereadingape
@emma_turner75
@harvard
@pnasnews
@roberttalbert
@ubcphas

Top Mentioned in G9:
@whittlescience
@openscied
@o
@stemteachtools

Top Mentioned in G10:
@thenasem

Top Tweeters
Top Tweeters in Entire Graph:
@irishtimes
@abc7newsbayarea
@botfemale
@hlthiskrieger
@vrretweeter
@eco1start
@superteamup
@andrefarfan10
@b0tsci
@technojeder

Top Tweeters in G1:
@irishtimes
@hotpress
@microsoftedu
@urbanhobbit
@tcddublin
@eoinneylon
@engineerireland
@nuigalway
@hgse
@mareicentre

Top Tweeters in G2:
@schooldepotcouk
@lovekarenx
@fizzicsed
@botanyrules
@jeffoshields2
@tadousay
@thegreatsofmath
@steedie1980
@kgallagher_sci
@ayjaylauer

Top Tweeters in G3:
@dcu
@eustace_stephen
@btyste
@drjohnodonoghue
@sspcentre
@education_ire
@majelladempsey
@colnanonagle
@imtabrendan
@sorchaniaodh

Top Tweeters in G4:
@superteamup
@metalsolter
@markj_ohnson
@jc_james_clark
@garym
@alyscarnesi
@praxismedhat
@jillfnugent
@daleyscience
@karlacalbear

Top Tweeters in G5:
@botfemale
@b0tsci
@telehealthbot
@scicommbot
@mchammer
@mbowmanscience
@clariopenticum
@jayaisales
@womenhealthbot
@liborioescobedo

Top Tweeters in G6:
@andrefarfan10
@maryjanekeao
@jag_____
@mcleod
@spotify
@kirstenmacgreg2
@thewebbyawards
@llacrosse
@vidhyag12
@cinehead

Top Tweeters in G7:
@karennemethedm
@nbpts
@ncse
@nysmtp
@nasajpl
@pbrookins44
@noaaeducation
@amseducation
@ocmboces
@teacheratsea

Top Tweeters in G8:
@skolinkvisition
@tstarkey1212
@asaplsnr
@sara_hjelm
@harvard
@olicav
@joshua_r_eyler
@roberttalbert
@emma_turner75
@polarisdotca

Top Tweeters in G9:
@krsciencelady
@sciencecook
@curriculummatrs
@curriculumrocks
@classroomwonder
@bscsorg
@elliottbrettm72
@openscied
@oehrkelisa
@stark_high

Top Tweeters in G10:
@mjyank13
@do_kinder
@globalphobserv
@equityhealthdev
@ghia1212
@cofheq
@luciaruggiero
@lilylopears
@nuclearkelly
@thenasem


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