scienceed, Twitter, 12/24/2022 2:18:30 AM, 286861


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scienceed_2022-12-23_18-14-24.xlsx
scienceed_2022-12-23_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 24, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3WkHByN
@vmcc_scienceed
@sorchaniaodh
@drjohnodonoghue
@stemteachtools
@cellexplorers
@lisaannefloyd
@eilishmclough
@praxismedhat
@uniofgalway
@thegalwegian

Top hashtags:
#scienceed
#coding
#onted
#scied
#stemed
#stem
#ngss

Description:
Description
The graph represents a network of 604 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 December 2022 at 02:15 UTC.

The requested start date was Saturday, 24 December 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 113-day, 21-hour, 33-minute period from Thursday, 01 September 2022 at 00:15 UTC to Friday, 23 December 2022 at 21:48 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 : 604
Unique Edges : 469
Edges With Duplicates : 1240
Total Edges : 1709
Number of Edge Types : 5
Mentions : 377
Tweet : 148
Retweet : 478
MentionsInRetweet : 675
Replies to : 31
Self-Loops : 155
Reciprocated Vertex Pair Ratio : 0.0738786279683377
Reciprocated Edge Ratio : 0.137592137592138
Connected Components : 87
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 197
Maximum Edges in a Connected Component : 747
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.738938
Graph Density : 0.00223496205506683
Modularity : 0.423375
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 604 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 December 2022 at 02:15 UTC.

The requested start date was Saturday, 24 December 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 113-day, 21-hour, 33-minute period from Thursday, 01 September 2022 at 00:15 UTC to Friday, 23 December 2022 at 21:48 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:
[9] https://stemteachingtools.org/brief/8
[6] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[6] https://trib.al/pqHVh7r
[6] https://stemteachingtools.org/brief/7
[6] https://stemteachingtools.org/brief/6
[5] https://stemteachingtools.org/brief/10
[4] https://science.education.nih.gov
[4] https://stemteachingtools.org/brief/2
[3] https://www.forgetlab.com/game-card
[3] https://stemteachingtools.org/brief/13

Top URLs in Tweet in G1:
[2] https://www.gaa.ie/hurling/news/wheelchair-hurling-camogie-all-ireland-finals-make-a-welcome-return/
[1] https://twitter.com/physicsireland/status/1578474568867422208
[1] https://twitter.com/ellenolan/status/1572508639906398209
[1] https://twitter.com/thegalwegian/status/1576531922716688386
[1] https://twitter.com/ethanhillod/status/1597852008777945089
[1] https://twitter.com/VMcC_ScienceEd/status/1598628041000902658
[1] https://twitter.com/DrJohnODonoghue/status/1577697742402555912
[1] https://twitter.com/murielgrenon/status/1584968488023490560
[1] https://twitter.com/DrJohnODonoghue/status/1565298080768991240
[1] https://twitter.com/CURAMdevices/status/1569957075240861702

Top URLs in Tweet in G2:
[1] https://outreach.tvolearn.com/coding-in-the-classroom-primary-science-and-technology/
[1] https://outreach.tvolearn.com/coding-in-the-classroom-junior-science-and-technology/
[1] https://outreach.tvolearn.com/coding-in-the-classroom-intermediate-science-and-technology/

Top URLs in Tweet in G3:
[9] https://stemteachingtools.org/brief/8
[6] https://stemteachingtools.org/brief/6
[6] https://stemteachingtools.org/brief/7
[5] https://stemteachingtools.org/brief/10
[4] https://stemteachingtools.org/brief/2
[3] https://stemteachingtools.org/brief/13
[2] https://stemteachingtools.org/brief/9
[2] https://stemteachingtools.org/brief/20
[1] https://stemteachingtools.org/brief/21
[1] https://stemteachingtools.org/brief/86

Top URLs in Tweet in G4:
[3] https://www.forgetlab.com/game-card
[1] https://twitter.com/UL/status/1577973597947285504
[1] https://twitter.com/RSC_EiC/status/1587421697963163649
[1] https://twitter.com/deptoffhed/status/1572597131134869507

Top URLs in Tweet in G5:
[6] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[2] https://science.education.nih.gov
[1] https://twitter.com/rchids/status/1566470798080196610
[1] https://twitter.com/tamucet/status/1570786831394021377
[1] https://classtechtips.com/2022/09/08/steam-activities/
[1] https://calendly.com/gfhii/nutritioned
[1] https://foodniche-ed.com/
[1] https://twitter.com/KatmaiNPS/status/1577101410193244160
[1] https://www.cei.washington.edu/lesson-plans/english-spanish-climate-science-handout/
[1] https://twitter.com/newjerseydoe/status/1580229256759869440

Top URLs in Tweet in G6:
[1] https://twitter.com/eilishmclough/status/1596061333929213952
[1] https://lnkd.in/e7CnDg5a
[1] https://www.youtube.com/watch?v=7W3X4RbDL-A&feature=youtu.be

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


Top URLs in Tweet in G7:
[6] https://trib.al/pqHVh7r
[2] https://trib.al/YZxEIYC
[1] https://twitter.com/CFR_Education/status/1595401873401446401
[1] https://trib.al/qycbSMO
[1] https://trib.al/t5xQPTM
[1] https://trib.al/XuGS22q
[1] https://trib.al/dzBimCD
[1] https://www.ctvnews.ca/health/students-less-stressed-taking-classes-online-than-in-person-study-finds-1.6036591?utm_source=Social&utm_medium=Twitter&utm_campaign=7015W0000009B8CQAU

Top URLs in Tweet in G8:
[1] https://twitter.com/GalwayMuseum/status/1580518442335375360
[1] https://galwayscience.ie/
[1] https://twitter.com/galwayscience/status/1584168266112434176

Top URLs in Tweet in G9:
[1] https://twitter.com/SSPCentre/status/1580472577394241536

Top URLs in Tweet in G10:
[1] https://twitter.com/NYSEDNews/status/1569715803192233984

Top Domains
Top Domains in Tweet in Entire Graph:
[60] twitter.com
[56] stemteachingtools.org
[12] trib.al
[8] flinnsci.com
[6] dyslexiakit.net
[5] nih.gov
[4] youtube.com
[3] forgetlab.com
[3] tvolearn.com
[3] ppic.org

Top Domains in Tweet in G1:
[30] twitter.com
[2] gaa.ie
[2] accesscollege.ie
[1] bit.ly
[1] co.uk
[1] universityofgalway.ie
[1] office.com
[1] eventbrite.ie

Top Domains in Tweet in G2:
[3] tvolearn.com

Top Domains in Tweet in G3:
[56] stemteachingtools.org
[1] youtube.com
[1] twitter.com
[1] nsela.org

Top Domains in Tweet in G4:
[3] twitter.com
[3] forgetlab.com

Top Domains in Tweet in G5:
[9] twitter.com
[6] dyslexiakit.net
[2] nih.gov
[1] classtechtips.com
[1] calendly.com
[1] foodniche-ed.com
[1] washington.edu
[1] amazon.com
[1] nature.com
[1] linkedin.com

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

Top Domains in Tweet in G7:
[12] trib.al
[1] twitter.com
[1] ctvnews.ca

Top Domains in Tweet in G8:
[2] twitter.com
[1] galwayscience.ie

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[244] scienceed
[71] coding
[71] onted
[68] scied
[45] stemed
[44] stem
[42] ngss
[30] ngsschat
[24] edchat
[23] stemeducation



Top Hashtags in Tweet in G1:
[7] teachersinresidence
[5] numeracy
[4] access
[2] stint2022
[2] interns
[2] threesis
[2] jobfairy
[2] curam
[2] galway
[2] cheatsheets

Top Hashtags in Tweet in G2:
[71] coding
[71] onted
[1] scienceed

Top Hashtags in Tweet in G3:
[54] scied
[44] scienceed
[38] ngss
[35] stemed
[27] ngsschat
[7] invertebrates
[7] mollusks
[7] biology
[3] nsta
[1] njsc2022

Top Hashtags in Tweet in G4:
[22] scienceed
[9] chemed
[4] scicomm
[4] polymer
[3] chemistry
[3] polymerscience
[3] stemeducation
[3] stemed
[3] macromolecules
[2] education

Top Hashtags in Tweet in G5:
[31] scienceed
[10] stem
[6] dyslexia
[6] homeschool
[6] homeed
[6] family
[6] neurodiversity
[3] science
[3] stemeducation
[2] edchat

Top Hashtags in Tweet in G6:
[2] stint2022
[2] interns
[2] shapingsharedfutures
[2] inspiringinnovativelearning
[1] csweek
[1] lccs
[1] cseducation
[1] csforallie

Top Hashtags in Tweet in G7:
[21] scienceed
[12] edchat
[11] scichat
[10] k12
[6] climatescience
[6] artsintegration
[6] teaching
[6] learning
[6] teachertwitter
[6] steam

Top Hashtags in Tweet in G8:
[1] ceer
[1] mathsweek2022
[1] lovemaths

Top Hashtags in Tweet in G9:
[3] chemedire22
[3] scienceed
[1] drpeterchilds
[1] chemed
[1] estaproject
[1] eoghanobrien

Top Hashtags in Tweet in G10:
[7] scienceed
[7] teacherprep
[1] teachereducation

Top Words
Top Words in Tweet in Entire Graph:
[243] #scienceed
[242] science
[135] students
[104] stemteachtools
[81] teachers
[79] curriculum
[76] insight
[71] #onted
[71] #coding
[71] direction

Top Words in Tweet in G1:
[50] uniofgalway
[43] science
[35] edtechne
[30] great
[24] vmcc_scienceed
[21] teachers
[18] first
[17] team
[16] research
[16] delighted

Top Words in Tweet in G2:
[71] implementation
[71] articles
[71] #onted
[71] direction
[71] technology
[71] #coding
[71] insight
[71] science
[70] lisaannefloyd
[69] curriculum

Top Words in Tweet in G3:
[103] stemteachtools
[54] #scied
[44] #scienceed
[42] teachers
[38] #ngss
[37] science
[35] #stemed
[33] learning
[28] students
[27] #ngsschat

Top Words in Tweet in G4:
[39] drjohnodonoghue
[24] currentchemirl
[22] #scienceed
[19] re
[17] back
[14] workshops
[14] huge
[14] engagement
[13] morning
[12] outdoor

Top Words in Tweet in G5:
[31] #scienceed
[27] science
[10] response
[10] textbook
[10] hands
[10] #stem
[10] curiosity
[10] videos
[10] outdoors
[9] students

Top Words in Tweet in G6:
[3] dcu_ioe
[3] special
[3] dcu
[3] dcuphysics
[2] industry
[2] thanks
[2] #shapingsharedfutures
[2] experience
[2] give
[2] story

Top Words in Tweet in G7:
[20] #scienceed
[17] students
[13] plant
[13] cfr_education
[12] #edchat
[12] cop27
[11] structures
[11] based
[11] #scichat
[11] pbl

Top Words in Tweet in G8:
[3] galwayscience
[3] vmcc_scienceed
[2] events
[2] edtechne
[2] uniofgalway

Top Words in Tweet in G9:
[6] hear
[5] epistem_ul
[5] euerasmusplus
[5] kicking
[5] estaprojecteu
[5] wonderful
[4] gmooneysimmie
[4] meeting
[4] dr
[4] sorchaniaodh

Top Words in Tweet in G10:
[7] billy
[7] education
[7] tc_mst
[7] #scienceed
[7] congratulations
[7] #teacherprep
[7] phd
[7] teacherscollege
[7] green
[7] science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[71] implementation,#coding
[71] insight,direction
[71] #onted,science
[71] direction,implementation
[71] articles,insight
[71] #coding,#onted
[71] science,technology
[70] lisaannefloyd,articles
[69] technology,curriculum
[47] #scied,#scienceed

Top Word Pairs in Tweet in G1:
[13] edtechne,uniofgalway
[9] uniofgalway,delighted
[8] science,project
[8] uniofgalway,edtechne
[8] morning,uniofgalway
[8] looking,forward
[8] mini,conference
[7] conference,kicked
[7] 1st,#teachersinresidence
[7] #teachersinresidence,mini

Top Word Pairs in Tweet in G2:
[71] implementation,#coding
[71] #onted,science
[71] science,technology
[71] direction,implementation
[71] articles,insight
[71] insight,direction
[71] #coding,#onted
[70] lisaannefloyd,articles
[69] technology,curriculum
[2] technology,curriculumâ

Top Word Pairs in Tweet in G3:
[42] #scied,#scienceed
[35] #scienceed,#stemed
[35] #stemed,#ngss
[31] stemteachtools,teachers
[27] #ngss,#ngsschat
[15] formative,assessment
[14] help,students
[14] teachers,help
[14] 3d,formative
[12] ways,knowing

Top Word Pairs in Tweet in G4:
[17] drjohnodonoghue,re
[12] public,engagement
[12] morning,#scienceed
[12] huge,thank
[12] drjohnodonoghue,huge
[12] outdoor,event
[12] provost,lindadoyle
[12] largest,outdoor
[12] dawn,morning
[12] team,currentchemirl

Top Word Pairs in Tweet in G5:
[10] response,curiosity
[10] hands,outdoors
[10] videos,textbook
[6] #stem,#scienceed
[6] #dyslexia,#stem
[6] science,students
[6] students,dyslexia
[6] #scienceed,#homeschool
[6] natural,response
[6] homeschool,science

Top Word Pairs in Tweet in G6:
[2] #stint2022,#interns
[2] special,thanks
[2] delivered,check
[2] team,hosting
[2] physicsdeptul,physicsuofg
[2] physicsuofg,dcu_ioe
[2] insight,industry
[2] asked,#stint2022
[2] #shapingsharedfutures,#inspiringinnovativelearning
[2] industry,experience

Top Word Pairs in Tweet in G7:
[11] based,plant
[10] animal,structures
[10] plant,animal
[9] science,pbl
[8] structures,science
[8] gr4s,begin
[7] help,students
[6] noisy,bet
[6] #learning,#teachertwitter
[6] #scienceed,#steam

Top Word Pairs in Tweet in G9:
[4] dr,gmooneysimmie
[4] epistem_ul,hear
[4] meeting,wonderful
[4] euerasmusplus,meeting
[4] kicking,estaprojecteu
[4] gmooneysimmie,kicking
[4] estaprojecteu,euerasmusplus
[4] wonderful,epistem_ul
[3] sorchaniaodh,dr
[2] showcasing,scifest4stem

Top Word Pairs in Tweet in G10:
[7] science,education
[7] tc_mst,science
[7] billy,green
[7] teacherscollege,tc_mst
[7] green,teacherscollege
[7] student,#scienceed
[7] #scienceed,#teacherprep
[7] education,phd
[7] phd,student
[7] congratulations,billy

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@ethanhillod
@maryjacobtel1
@drjohnodonoghue
@jl_scienceed
@stemteachintern
@theoceancleanup
@iainmacl
@kathyosull
@ckiatnuig

Top Replied-To in G1:
@vmcc_scienceed
@ethanhillod
@edtechne
@drjohnodonoghue
@bubamaratk
@theoceancleanup
@iainmacl
@kathyosull
@marshallmary82
@carmenkealy1

Top Replied-To in G4:
@murielgrenon
@vmcc_scienceed
@drjohnodonoghue

Top Replied-To in G6:
@stemteachintern

Top Replied-To in G8:
@vmcc_scienceed
@ckiatnuig

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@lisaannefloyd
@uniofgalway
@drjohnodonoghue
@edtechne
@vmcc_scienceed
@currentchemirl
@claregalwaycoll
@scienceirel
@carmenkealy1

Top Mentioned in G1:
@uniofgalway
@edtechne
@vmcc_scienceed
@claregalwaycoll
@carmenkealy1
@coppernuigalway
@curamdevices
@galwayaccess
@moycullenhurli1

Top Mentioned in G2:
@lisaannefloyd
@tvo

Top Mentioned in G3:
@stemteachtools
@ctskeeley

Top Mentioned in G4:
@drjohnodonoghue
@currentchemirl
@tcddublin
@lindadoyle
@scienceirel
@rsc_eic
@vmcc_scienceed
@uniofgalway
@roysocchem
@cr_sci

Top Mentioned in G5:
@grahamyvonna

Top Mentioned in G6:
@dcuphysics
@dcu_ioe
@dcu
@education_ire
@physicsdeptul
@uniofgalway
@ul
@pdstie
@teachingcouncil

Top Mentioned in G7:
@cfr_education
@2seetheglobe
@pblworks
@thespacegal
@anatscieduc
@juliettescience
@d2l_emea
@maclachlan_ca
@mcmasteru
@stemteachtools

Top Mentioned in G8:
@galwayscience
@uniofgalway
@edtechne
@unigalwayalive
@galwayaccess
@galwaysocsbox
@stemnuigalway
@presidentcmlog
@nuigsu
@scientix_eu

Top Mentioned in G9:
@estaprojecteu
@epistem_ul
@euerasmusplus
@gmooneysimmie
@sorchaniaodh
@scifest4stem
@chemicalsciul
@1mariewalsh
@tus_midwest
@sspcentre

Top Mentioned in G10:
@teacherscollege
@tc_mst
@tc_ote
@lwyjr_
@estuaryqueen
@jess_riccio
@nycschools
@nysutevp

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@calcaware
@kaleidoscopet0
@hephaistos_ai
@hlthiskrieger
@ctvnews
@alicekeeler
@anonomouse1981
@b0tsci
@stem_nastics

Top Tweeters in G1:
@tattooedselkie
@iainmacl
@ginnybraun
@bpsnuigalway
@annerabbitte
@roysocchem
@phd_genie
@uniofgalway
@claregalwaycoll
@fryrsquared

Top Tweeters in G2:
@fabriciosx
@calcaware
@stpstservices
@thomlynn101
@rolat
@ulilokshin
@hear_our_roar
@iamnoadaniel
@boredombot
@the_mulc

Top Tweeters in G3:
@hlthiskrieger
@stem_nastics
@krsciencelady
@sciencecat222
@dtcampbe
@aftteach
@philiplbell
@amykfmurphy
@williamfranzell
@sciencecook

Top Tweeters in G4:
@kaleidoscopet0
@b0tsci
@scicommbot
@jayaisales
@martleyscoaches
@francis81286836
@tcddublin
@collieennis
@scienceirel
@rsc_eic

Top Tweeters in G5:
@grahamyvonna
@marrathon
@sci_rem
@vincelius
@kaleidoscopesci
@mrmorenoedu
@karenconnaghan
@njctl
@openededinburgh
@ldimitrov

Top Tweeters in G6:
@ucc
@dcu
@irishwater
@ucddublin
@maynoothuni
@ul
@teachingcouncil
@pdst_techined
@education_ire
@irishsciteach

Top Tweeters in G7:
@ctvnews
@jc_james_clark
@lukaszkort
@garym
@cfr_org
@jenniferagates
@praxismedhat
@albertascience
@pblworks
@theresagray

Top Tweeters in G8:
@nuigsu
@scientix_eu
@cellexplorers
@unigalwayalive
@mathsweek
@lifetimelabcork
@beslowboy
@galwayaquarium
@ultrajessamyn
@galwayscience

Top Tweeters in G9:
@euerasmusplus
@1mariewalsh
@scifest4stem
@sspcentre
@tus_midwest
@schoolofed_ul
@ulglobal
@sorchaniaodh
@erasmusireland
@drofitzmaurice

Top Tweeters in G10:
@teacherscollege
@nycschools
@nysutevp
@tc_ote
@wptapresidents
@estuaryqueen
@ericanwalker
@amrasabicphd
@tc_mst
@kimmce1


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