scienceed, Twitter, 3/12/2022 1:46:28 AM, 272941


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scienceed_2022-03-11_17-42-00.xlsx
scienceed_2022-03-11_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3MHYM9g
@vmcc_scienceed
@stemteachtools
@imtanational
@praxismedhat
@lindabiesty
@juliettescience
@krsciencelady
@stem_ai
@ml_mcn
@whittlescience

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

Description:
Description
The graph represents a network of 540 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, 12 March 2022 at 01:42 UTC.

The requested start date was Saturday, 12 March 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 100-day, 18-hour, 6-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Friday, 11 March 2022 at 18:42 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 : 540
Unique Edges : 429
Edges With Duplicates : 844
Total Edges : 1273
Number of Edge Types : 5
Retweet : 307
MentionsInRetweet : 443
Tweet : 130
Mentions : 368
Replies to : 25
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.0628019323671498
Reciprocated Edge Ratio : 0.118181818181818
Connected Components : 88
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 129
Maximum Edges in a Connected Component : 376
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.943377
Graph Density : 0.00226757369614512
Modularity : 0.485615
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 540 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, 12 March 2022 at 01:42 UTC.

The requested start date was Saturday, 12 March 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 100-day, 18-hour, 6-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Friday, 11 March 2022 at 18:42 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
[3] https://www.braintasticscience.com/schools
[3] https://www.montana.edu/msse/course-catalog/index.html#PSPP547
[2] http://oceansofdata.org/projects/real-world-real-science-using-nasa-data-explore-weather-and-climate
[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/corneliathinks/status/1488079795326009347
[2] https://twitter.com/liveit_proj/status/1485592061986455555
[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/
[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://business.gov.au/grants-and-programs/prime-ministers-prizes-for-science-science-teaching-prizes
[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:
[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 G6:
[1] https://twitter.com/mr_amidon/status/1499170607568670721

Top URLs in Tweet in G7:
[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 URLs in Tweet in G8:
[1] https://stemteachingtools.org/sp/climate-learning

Top URLs in Tweet in G9:
[3] https://www.braintasticscience.com/schools
[2] https://www.braintasticscience.com/post/how-to-start-a-science-club
[2] https://www.rspb.org.uk/fun-and-learning/for-teachers/school-trips/fairhaven-lake/
[1] https://www.braintasticscience.com/curiositycorner
[1] https://www.britishscienceweek.org/plan-your-activities/activity-packs/
[1] https://www.braintasticscience.com/

Top URLs in Tweet in G10:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

Top Domains
Top Domains in Tweet in Entire Graph:
[34] twitter.com
[19] stemteachingtools.org
[10] dyslexiakit.net
[9] kickstarter.com
[7] braintasticscience.com
[6] viewbug.com
[5] agu.org
[5] zoom.us
[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
[1] innovateglobalhealth.org
[1] ucar.edu
[1] osu.edu
[1] zinnedproject.org
[1] elsevierhealth.com
[1] gov.au

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:
[3] twitter.com
[1] anthemawards.com

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

Top Domains in Tweet in G7:
[5] nap.edu
[2] ow.ly

Top Domains in Tweet in G8:
[1] stemteachingtools.org

Top Domains in Tweet in G9:
[7] braintasticscience.com
[2] org.uk
[1] britishscienceweek.org

Top Domains in Tweet in G10:
[9] kickstarter.com

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



Top Hashtags in Tweet in G1:
[6] photography
[4] webaccessibility
[3] stepsengineersweek
[3] hackathons
[3] peoplewithcognitivedisabilities
[3] hackathon
[3] educationresearch
[2] fantasticdna
[2] travellerethnicityweek
[2] lcnc

Top Hashtags in Tweet in G2:
[37] scienceed
[11] 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:
[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 G6:
[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 G7:
[7] education
[7] scienceed
[6] stem

Top Hashtags in Tweet in G8:
[29] scienceed
[28] prideandexcellence
[22] phearce
[16] ngss
[8] stem
[8] steam
[6] middleschool
[6] juniorhigh
[5] teacher
[5] scienceteacher

Top Hashtags in Tweet in G9:
[12] scienceed
[8] outdoorlearning
[8] growth
[5] scienceteachers
[3] teachers
[2] curiositycorner
[2] scienceclub
[2] stemedu
[2] edutwitter
[2] britishscienceweek

Top Hashtags in Tweet in G10:
[12] anatomy
[9] puzzle
[5] scienceed
[4] medart
[4] science
[3] medtwitter
[3] sciart
[3] puzzles
[3] edutwitter
[3] homeschool

Top Words
Top Words in Tweet in Entire Graph:
[224] #scienceed
[149] science
[99] students
[73] #stem
[53] scientific
[45] whittlescience
[44] more
[44] research
[43] one
[39] teachers

Top Words in Tweet in G1:
[36] edtechne
[29] research
[22] webinar
[20] education
[17] project
[17] nuigalway
[16] 02
[13] series
[13] corneliathinks
[12] coppernuigalway

Top Words in Tweet in G2:
[37] #scienceed
[11] science
[11] #stem
[8] #science
[6] students
[6] #stemeducation
[5] #education
[4] 12
[4] #edchat
[4] schools

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:
[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:
[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 G7:
[33] science
[26] scientific
[26] thinking
[26] essential
[26] students
[26] those
[26] pursuing
[26] careers
[26] report
[26] recommends

Top Words in Tweet in G8:
[45] whittlescience
[35] openscied
[29] #scienceed
[28] #prideandexcellence
[22] #phearce
[16] #ngss
[14] cold
[14] flameless
[13] cup
[12] best

Top Words in Tweet in G9:
[12] #scienceed
[10] scienceweekuk
[10] see
[9] hands
[8] school
[8] book
[8] #outdoorlearning
[8] year's
[8] lots
[8] opportunities

Top Words in Tweet in G10:
[12] #anatomy
[9] left
[9] #puzzle
[9] kickstarter
[6] mesabree
[6] 13
[6] days
[6] reserve
[6] kids
[6] 100

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
[7] innovative,research
[7] looking,forward
[6] series,live
[6] live,living

Top Word Pairs in Tweet in G2:
[4] science,teaching
[3] teaching,secondary
[2] professional,development
[2] #scichat,#scienceed
[2] prime,minister
[2] minister,prize
[2] prize,excellence
[2] excellence,science
[2] schools,50
[2] 50,000

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

Top Word Pairs in Tweet in G9:
[8] book,hands
[8] hands,#outdoorlearning
[8] #outdoorlearning,year's
[8] year's,scienceweekuk
[8] scienceweekuk,lots
[8] lots,opportunities
[8] opportunities,see
[8] see,#growth
[8] #growth,natural
[6] rspb_ribble,book

Top Word Pairs in Tweet in G10:
[9] #anatomy,#puzzle
[8] #puzzle,kickstarter
[6] 13,days
[6] days,left
[6] left,reserve
[6] reserve,kids
[6] kids,#anatomy
[6] kickstarter,100
[6] 100,piece
[6] piece,kids'

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@whittlescience
@edtechne
@openscied
@thenasem
@cinehead
@stemteachtools
@nuigalway
@natgeoeducation
@corneliathinks
@kispride

Top Mentioned in G1:
@edtechne
@nuigalway
@corneliathinks
@drsaragartland
@coppernuigalway
@vmcc_scienceed
@flynndpaul
@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:
@cinehead
@natgeoeducation
@spotify
@willcottjulie
@jdeinhammer
@llacrosse
@alaska_toy2018
@anthemawards

Top Mentioned in G6:
@mr_amidon
@ncse
@noaaeducation
@nysmtp
@natgeoeducation
@amseducation
@endeavorstem
@cireseo
@nasajpl_edu
@stanysorg

Top Mentioned in G7:
@thenasem

Top Mentioned in G8:
@whittlescience
@openscied
@o
@stemteachtools

Top Mentioned in G9:
@scienceweekuk
@rspb_ribble
@braintasticsci
@ginnysmithsci
@rspb_learning
@teachingstem
@lancslpds
@ashtoncsc
@ukschooltrips
@clotc

Top Mentioned in G10:
@mesabree
@gotgeniusgames
@mslinyana
@scienergetic
@blackinscicomm
@blackinstemed
@mchammer

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

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

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

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

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

Top Tweeters in G5:
@andrefarfan10
@maryjanekeao
@jag_____
@mcleod
@spotify
@thewebbyawards
@kirstenmacgreg2
@llacrosse
@cinehead
@vidhyag12

Top Tweeters in G6:
@karennemethedm
@nbpts
@ncse
@nysmtp
@nasajpl
@pbrookins44
@noaaeducation
@amseducation
@ocmboces
@teacheratsea

Top Tweeters in G7:
@mjyank13
@do_kinder
@globalphobserv
@equityhealthdev
@ghia1212
@cofheq
@luciaruggiero
@lilylopears
@nuclearkelly
@thenasem

Top Tweeters in G8:
@krsciencelady
@sciencecook
@curriculummatrs
@curriculumrocks
@classroomwonder
@bscsorg
@openscied
@oehrkelisa
@stark_high
@o

Top Tweeters in G9:
@hull_libraries
@seaside42351838
@mf_mentalhealth
@ukschooltrips
@clotc
@rspb_learning
@rspb_ribble
@scienceweekuk
@ginnysmithsci
@teachingstem

Top Tweeters in G10:
@b0tsci
@telehealthbot
@scicommbot
@mchammer
@mbowmanscience
@clariopenticum
@jayaisales
@liborioescobedo
@scienergetic
@mesabree


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