scienceed, Twitter, 12/3/2022 2:19:49 AM, 285402


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scienceed_2022-12-02_18-14-24.xlsx
scienceed_2022-12-02_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 03, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3FoHYmb
@stemteachtools
@vmcc_scienceed
@flinnscientific
@this0499154500
@marlowordybird
@ctskeeley
@drjohnodonoghue
@cellexplorers
@praxismedhat
@sorchaniaodh

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

Description:
Description
The graph represents a network of 719 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 December 2022 at 02:16 UTC.

The requested start date was Saturday, 03 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 123-day, 2-hour, 22-minute period from Monday, 01 August 2022 at 08:18 UTC to Friday, 02 December 2022 at 10:40 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 : 719
Unique Edges : 514
Edges With Duplicates : 1869
Total Edges : 2383
Number of Edge Types : 5
MentionsInRetweet : 954
Mentions : 444
Retweet : 743
Replies to : 33
Tweet : 209
Self-Loops : 216
Reciprocated Vertex Pair Ratio : 0.0729847494553377
Reciprocated Edge Ratio : 0.136040609137056
Connected Components : 78
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 396
Maximum Edges in a Connected Component : 1749
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.892749
Graph Density : 0.00190801988214829
Modularity : 0.366894
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 719 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 December 2022 at 02:16 UTC.

The requested start date was Saturday, 03 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 123-day, 2-hour, 22-minute period from Monday, 01 August 2022 at 08:18 UTC to Friday, 02 December 2022 at 10:40 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:
[27] https://stemteachingtools.org/brief/66
[10] https://stemteachingtools.org/brief/65
[10] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/8
[9] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/77
[7] 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

Top URLs in Tweet in G1:
[25] https://stemteachingtools.org/brief/66
[9] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/8
[8] https://stemteachingtools.org/brief/65
[8] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/77
[6] https://stemteachingtools.org/brief/6
[6] https://stemteachingtools.org/brief/7
[5] https://stemteachingtools.org/brief/68
[5] https://stemteachingtools.org/brief/10

Top URLs in Tweet in G2:
[2] https://www.gaa.ie/hurling/news/wheelchair-hurling-camogie-all-ireland-finals-make-a-welcome-return/
[2] https://www.eventbrite.ie/e/keeping-what-worked-best-living-and-learning-beyond-covid-19-tickets-402295786527
[1] https://twitter.com/VMcC_ScienceEd/status/1598628041000902658
[1] https://twitter.com/TiernanSandra/status/1562446261768560642
[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/DrJohnODonoghue/status/1577697742402555912
[1] https://twitter.com/murielgrenon/status/1584968488023490560

Top URLs in Tweet in G3:
[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/
[1] https://docs.google.com/document/d/1a8vHk5bSTiYL6S-GpOnbuTw3NRPBEJ3yNJbeAu1wAzw/edit?usp=sharing

Top URLs in Tweet in G4:
[4] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[3] https://www.forgetlab.com/game-card
[2] https://www.flinnsci.com/mole-plush/ap7797/
[2] https://www.flinnsci.com/flow-of-genetic-information-kit/
[1] https://twitter.com/cned/status/1584805405481631747
[1] https://www.prescientist.org/register
[1] https://science.education.nih.gov
[1] https://labsafety.flinnsci.com/app/
[1] https://www.flinnsci.com/two-potato-clock/dc1939/
[1] https://www.flinnsci.com/plasmolyzed-purple-onion/dc10791/

Top URLs in Tweet in G5:
[2] https://science.education.nih.gov
[1] https://www.helpteaching.com/lessons/478/science-lab-reports
[1] https://twitter.com/khanacademy/status/1559188305199112193
[1] https://he.kendallhunt.com/blog/kendall-hunt-and-beyond-labz-partner-offer-custom-lab-manuals-integrated-virtual-labs
[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

Top URLs in Tweet in G6:
[6] https://trib.al/pqHVh7r
[2] https://trib.al/YZxEIYC
[2] https://stemteachingtools.org/brief/65
[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.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[1] https://stemteachingtools.org/brief/62

Top URLs in Tweet in G7:
[1] https://twitter.com/GalwayMuseum/status/1580518442335375360
[1] https://twitter.com/Cellexplorers/status/1560919818055950338

Top URLs in Tweet in G8:
[1] https://lnkd.in/e7CnDg5a
[1] https://www.youtube.com/watch?v=7W3X4RbDL-A&feature=youtu.be

[1] https://dcu-ie.zoom.us/meeting/register/tJIvduugqTsvG9XD5My0RuhC-jgwXP3zGald
[1] https://www.youtube.com/watch?v=mYchYX_cYxE&feature=youtu.be


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

Top URLs in Tweet in G10:
[7] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[1] https://twitter.com/r_benavides2/status/1575172031074562050

Top Domains
Top Domains in Tweet in Entire Graph:
[147] stemteachingtools.org
[70] twitter.com
[17] flinnsci.com
[12] trib.al
[9] ppic.org
[7] dyslexiakit.net
[6] nih.gov
[6] umsystem.edu
[4] youtube.com
[4] go2science.com

Top Domains in Tweet in G1:
[141] stemteachingtools.org
[3] twitter.com
[1] youtube.com
[1] improvethengss.org
[1] overingstudentideas.org
[1] project2061.org
[1] nsela.org

Top Domains in Tweet in G2:
[33] twitter.com
[2] gaa.ie
[2] routledge.com
[2] eventbrite.ie
[1] bit.ly
[1] co.uk
[1] universityofgalway.ie
[1] office.com
[1] galwayscience.ie
[1] radian6.com

Top Domains in Tweet in G3:
[3] tvolearn.com
[1] google.com

Top Domains in Tweet in G4:
[16] flinnsci.com
[4] twitter.com
[3] forgetlab.com
[2] nodexlgraphgallery.org
[1] prescientist.org
[1] nih.gov

Top Domains in Tweet in G5:
[8] twitter.com
[2] nih.gov
[1] helpteaching.com
[1] kendallhunt.com
[1] classtechtips.com
[1] calendly.com
[1] foodniche-ed.com
[1] washington.edu
[1] amazon.com

Top Domains in Tweet in G6:
[12] trib.al
[4] stemteachingtools.org
[1] twitter.com
[1] flinnsci.com
[1] ctvnews.ca

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

Top Domains in Tweet in G8:
[2] youtube.com
[1] lnkd.in
[1] zoom.us

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[333] scienceed
[127] scied
[77] stemed
[75] ngss
[71] coding
[71] onted
[67] stem
[58] ngsschat
[41] edchat
[28] scichat



Top Hashtags in Tweet in G1:
[108] scied
[76] scienceed
[69] ngss
[61] stemed
[53] ngsschat
[7] invertebrates
[7] mollusks
[7] biology
[7] nsta
[2] nsela

Top Hashtags in Tweet in G2:
[7] teachersinresidence
[5] numeracy
[4] access
[3] science
[2] stint2022
[2] interns
[2] threesis
[2] mathsweek2022
[2] stemeducation
[2] juniorcycle

Top Hashtags in Tweet in G3:
[71] coding
[71] onted
[2] scienceed
[1] mpact
[1] destreaming
[1] science
[1] onscience
[1] staochat
[1] scichat
[1] hsscience

Top Hashtags in Tweet in G4:
[54] scienceed
[11] chemed
[7] scied
[6] stemed
[5] scicomm
[5] biochat
[4] stem
[4] realtimechem
[4] chemistry
[4] polymer

Top Hashtags in Tweet in G5:
[24] scienceed
[4] science
[3] steam
[3] scienceteacher
[2] scichat
[2] education
[2] nutritioned
[2] stem
[2] njtoy
[2] nasa

Top Hashtags in Tweet in G6:
[21] scienceed
[16] edchat
[14] k12
[12] scichat
[10] artsintegration
[10] teaching
[7] scied
[7] learning
[7] teachertwitter
[7] steam

Top Hashtags in Tweet in G7:
[1] ceer
[1] jobfairy

Top Hashtags in Tweet in G8:
[2] stint2022
[2] interns
[2] shapingsharedfutures
[2] inspiringinnovativelearning
[1] stem

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

Top Hashtags in Tweet in G10:
[15] stem
[10] scienceed
[7] dyslexia
[7] homeschool
[7] homeed
[7] family
[7] neurodiversity
[3] stemeducation
[1] iamascientist
[1] thankyou

Top Words
Top Words in Tweet in Entire Graph:
[380] science
[332] #scienceed
[290] stemteachtools
[236] students
[133] learning
[127] #scied
[112] teachers
[89] curriculum
[77] #stemed
[76] insight

Top Words in Tweet in G1:
[273] stemteachtools
[148] science
[114] students
[108] #scied
[101] learning
[76] #scienceed
[70] teachers
[69] #ngss
[61] #stemed
[53] #ngsschat

Top Words in Tweet in G2:
[47] edtechne
[45] uniofgalway
[42] science
[32] great
[25] vmcc_scienceed
[24] teachers
[18] first
[16] team
[16] delighted
[16] research

Top Words in Tweet in G3:
[73] science
[71] insight
[71] direction
[71] #coding
[71] technology
[71] implementation
[71] #onted
[71] articles
[70] lisaannefloyd
[69] curriculum

Top Words in Tweet in G4:
[54] #scienceed
[43] drjohnodonoghue
[24] currentchemirl
[20] flinnscientific
[19] re
[18] back
[17] time
[14] engagement
[14] workshops
[14] huge

Top Words in Tweet in G5:
[24] #scienceed
[10] science
[4] #science
[4] great
[3] check
[3] inquiry
[3] #scienceteacher
[3] #steam
[3] teacher
[3] students

Top Words in Tweet in G6:
[20] #scienceed
[18] students
[16] #edchat
[16] plant
[15] structures
[14] #k12
[13] cfr_education
[12] #scichat
[12] cop27
[12] climate

Top Words in Tweet in G7:
[3] edtechne
[3] vmcc_scienceed
[2] uniofgalway
[2] ckiatnuig
[2] galwayaquarium
[2] job
[2] presidentcmlog
[2] nuigsu
[2] speediecelt
[2] galwayscience

Top Words in Tweet in G8:
[3] special
[3] dcu
[3] hosting
[2] delivered
[2] thanks
[2] #inspiringinnovativelearning
[2] graduation
[2] industry
[2] experience
[2] ul

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:
[20] science
[15] students
[15] #stem
[13] videos
[13] outdoors
[13] response
[13] textbook
[13] curiosity
[13] hands
[11] natural

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

Top Word Pairs in Tweet in G1:
[71] #scied,#scienceed
[61] #scienceed,#stemed
[61] #stemed,#ngss
[53] #ngss,#ngsschat
[50] stemteachtools,teachers
[33] leverage,students
[28] help,students
[28] science,learning
[25] value,leverage
[25] identify,value

Top Word Pairs in Tweet in G2:
[13] edtechne,uniofgalway
[8] looking,forward
[8] mini,conference
[8] morning,uniofgalway
[7] 1st,#teachersinresidence
[7] uniofgalway,edtechne
[7] #teachersinresidence,mini
[7] conference,kicked
[7] uniofgalway,delighted
[7] kicked,morning

Top Word Pairs in Tweet in G3:
[71] articles,insight
[71] insight,direction
[71] direction,implementation
[71] science,technology
[71] implementation,#coding
[71] #onted,science
[71] #coding,#onted
[70] lisaannefloyd,articles
[69] technology,curriculum
[2] support,group

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

Top Word Pairs in Tweet in G5:
[2] #scienceteacher,#scienceed
[2] #scienceed,#steam
[2] #scienceed,#scichat
[2] #scienceed,#nutritioned
[2] 2022,2023
[2] #scienceed,#stem
[2] 2023,nj
[2] year,#scienceed
[2] science,education
[2] #science,#scienceed

Top Word Pairs in Tweet in G6:
[11] based,plant
[10] animal,structures
[10] #artsintegration,#edchat
[10] plant,animal
[10] #edchat,#teaching
[10] #teaching,#k12
[9] science,pbl
[8] structures,science
[8] gr4s,begin
[7] #learning,#teachertwitter

Top Word Pairs in Tweet in G7:
[2] speediecelt,galwayaquarium
[2] nuigsu,scientix_eu
[2] researchnuig,speediecelt
[2] corkscience,lifetimelabcork
[2] presidentcmlog,nuigsu
[2] galwayaquarium,galwayscience
[2] scientix_eu,edtechne
[2] ultrajessamyn,researchnuig
[2] vmcc_scienceed,ultrajessamyn
[2] galwayscience,corkscience

Top Word Pairs in Tweet in G8:
[2] asked,#stint2022
[2] #interns,give
[2] team,hosting
[2] industry,experience
[2] experience,delivered
[2] insight,industry
[2] delivered,check
[2] uniofgalway,ul
[2] give,insight
[2] #shapingsharedfutures,#inspiringinnovativelearning

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:
[13] response,curiosity
[13] videos,textbook
[13] hands,outdoors
[11] science,natural
[11] natural,response
[9] curiosity,best
[9] best,hands
[9] outdoors,maybe
[9] maybe,videos
[8] glimpse,diversity

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@ethanhillod
@ckiatnuig
@drjohnodonoghue
@this0499154500
@jl_scienceed
@stemteachintern
@theoceancleanup
@iainmacl
@kathyosull

Top Replied-To in G2:
@vmcc_scienceed
@ethanhillod
@edtechne
@bubamaratk
@theoceancleanup
@iainmacl
@kathyosull
@marshallmary82
@carmenkealy1
@ellenolan

Top Replied-To in G4:
@drjohnodonoghue
@vmcc_scienceed
@this0499154500
@murielgrenon

Top Replied-To in G7:
@ckiatnuig
@vmcc_scienceed

Top Replied-To in G8:
@stemteachintern

Top Replied-To in G10:
@r_benavides2

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@lisaannefloyd
@uniofgalway
@edtechne
@ctskeeley
@drjohnodonoghue
@vmcc_scienceed
@currentchemirl
@flinnscientific
@scienceirel

Top Mentioned in G1:
@stemteachtools
@ctskeeley
@chrisemdin
@mss4science
@steam_
@steam_sccoe

Top Mentioned in G2:
@uniofgalway
@edtechne
@vmcc_scienceed
@carmenkealy1
@claregalwaycoll
@curamdevices
@coppernuigalway
@flynndpaul
@unesco_cfrc

Top Mentioned in G3:
@lisaannefloyd
@kelleymaharaj
@tvo
@thementoree

Top Mentioned in G4:
@drjohnodonoghue
@currentchemirl
@flinnscientific
@scienceirel
@tcddublin
@lindadoyle
@rsc_eic
@vmcc_scienceed
@letterspresci
@stemteachtools

Top Mentioned in G6:
@cfr_education
@2seetheglobe
@stemteachtools
@pblworks
@thespacegal
@anatscieduc
@juliettescience
@d2l_emea
@maclachlan_ca
@flinnscientific

Top Mentioned in G7:
@edtechne
@uniofgalway
@presidentcmlog
@nuigsu
@scientix_eu
@vmcc_scienceed
@ultrajessamyn
@researchnuig
@speediecelt
@galwayaquarium

Top Mentioned in G8:
@dcu
@uniofgalway
@ul
@dcuphysics
@dcu_ioe
@physicsdeptul
@maynoothuni
@ucddublin
@ucc

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

Top Mentioned in G10:
@r_benavides2
@dvhsyisd
@soc
@grahamyvonna
@donorschoose
@dvhs_esc
@society4science
@iamastem

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

Top Tweeters in G1:
@hlthiskrieger
@stem_nastics
@melanielybarger
@coachgoodman
@xeno_lith
@freereed59
@krsciencelady
@sciencecat222
@chrisemdin
@aftteach

Top Tweeters in G2:
@tattooedselkie
@iainmacl
@tansuyegen
@jjsanderson
@bpsnuigalway
@drdav
@annerabbitte
@phd_genie
@uniofgalway
@educationarena

Top Tweeters in G3:
@fabriciosx
@calcaware
@stpstservices
@thomlynn101
@rolat
@ulilokshin
@hear_our_roar
@iamnoadaniel
@boredombot
@the_mulc

Top Tweeters in G4:
@kaleidoscopet0
@b0tsci
@markj_ohnson
@scicommbot
@jayaisales
@martleyscoaches
@francis81286836
@spiderdaynight
@tcddublin
@marlowordybird

Top Tweeters in G5:
@vincelius
@kaleidoscopesci
@mrmorenoedu
@karenconnaghan
@njctl
@helpteaching
@kendallhunthe
@ldimitrov
@raider_katy
@braintasticsci

Top Tweeters in G6:
@ctvnews
@jc_james_clark
@lukaszkort
@garym
@cfr_org
@jenniferagates
@praxismedhat
@albertascience
@pblworks
@theresagray

Top Tweeters in G7:
@nuigsu
@scientix_eu
@blackrockcastle
@cellexplorers
@unigalwayalive
@lifetimelabcork
@scienceweek
@galwayaquarium
@ultrajessamyn
@campus_engage

Top Tweeters in G8:
@ucc
@dcu
@irishwater
@ucddublin
@maynoothuni
@ul
@30percentclubie
@dcufsh
@bostonsci
@dcu_ioe

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

Top Tweeters in G10:
@stem_ai
@dvhsyisd
@grahamyvonna
@society4science
@donorschoose
@r_benavides2
@clubengineering
@alybofep
@dvhs_msc
@iamastem