scienceed, Twitter, 11/26/2022 2:19:49 AM, 284987


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scienceed_2022-11-25_18-14-24.xlsx
scienceed_2022-11-25_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 26, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3VupRQG
@stemteachtools
@vmcc_scienceed
@flinnscientific
@this0499154500
@ctskeeley
@marlowordybird
@drjohnodonoghue
@cellexplorers
@praxismedhat
@sorchaniaodh

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

Description:
Description
The graph represents a network of 693 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, 26 November 2022 at 02:16 UTC.

The requested start date was Saturday, 26 November 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 114-day, 20-hour, 23-minute period from Monday, 01 August 2022 at 08:18 UTC to Thursday, 24 November 2022 at 04:42 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 : 693
Unique Edges : 486
Edges With Duplicates : 1764
Total Edges : 2250
Number of Edge Types : 5
Retweet : 724
MentionsInRetweet : 910
Tweet : 205
Mentions : 383
Replies to : 28
Self-Loops : 211
Reciprocated Vertex Pair Ratio : 0.0727482678983834
Reciprocated Edge Ratio : 0.135629709364909
Connected Components : 75
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 386
Maximum Edges in a Connected Component : 1645
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.902479
Graph Density : 0.00193720858460743
Modularity : 0.368435
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 693 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, 26 November 2022 at 02:16 UTC.

The requested start date was Saturday, 26 November 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 114-day, 20-hour, 23-minute period from Monday, 01 August 2022 at 08:18 UTC to Thursday, 24 November 2022 at 04:42 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:
[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/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/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 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://labsafety.flinnsci.com/app/
[1] https://www.flinnsci.com/two-potato-clock/dc1939/
[1] https://www.flinnsci.com/plasmolyzed-purple-onion/dc10791/
[1] https://www.flinnsci.com/nails-for-breakfast/dc10628/
[1] https://www.flinnsci.com/smelly-balloons/dc10225/

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://stemteachingtools.org/brief/65
[1] https://trib.al/YZxEIYC
[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
[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
[1] https://stemteachingtools.org/brief/69

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://twitter.com/SSPCentre/status/1580472577394241536

Top URLs in Tweet in G9:
[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 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
[65] twitter.com
[17] flinnsci.com
[10] trib.al
[9] ppic.org
[7] dyslexiakit.net
[6] umsystem.edu
[5] nih.gov
[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:
[31] twitter.com
[2] gaa.ie
[2] routledge.com
[2] eventbrite.ie
[1] co.uk
[1] office.com
[1] universityofgalway.ie
[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

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:
[10] trib.al
[4] stemteachingtools.org
[1] flinnsci.com
[1] ctvnews.ca

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

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

Top Domains in Tweet in G9:
[2] youtube.com
[1] zoom.us

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[319] scienceed
[122] scied
[77] stemed
[75] ngss
[71] coding
[71] onted
[65] stem
[57] ngsschat
[40] 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:
[5] numeracy
[4] access
[3] science
[2] conference
[2] stint2022
[2] interns
[2] threesis
[2] mathsweek2022
[2] teachersinresidence
[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:
[52] scienceed
[11] chemed
[7] scied
[6] stemed
[5] biochat
[5] scicomm
[4] realtimechem
[4] chemistry
[4] polymer
[3] polymerscience

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:
[19] 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
[1] universityofgalway

Top Hashtags in Tweet in G8:
[3] chemedire22
[3] scienceed
[1] drpeterchilds
[1] chemed
[1] estaproject
[1] eoghanobrien

Top Hashtags in Tweet in G9:
[2] stint2022
[2] interns
[2] shapingsharedfutures
[2] inspiringinnovativelearning
[1] stem

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:
[370] science
[318] #scienceed
[290] stemteachtools
[229] students
[132] learning
[122] #scied
[103] teachers
[88] 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:
[39] edtechne
[35] science
[31] great
[31] uniofgalway
[20] vmcc_scienceed
[17] first
[17] research
[16] teachers
[16] team
[14] carmenkealy1

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:
[52] #scienceed
[43] drjohnodonoghue
[24] currentchemirl
[20] flinnscientific
[19] re
[18] back
[17] time
[14] thanks
[14] huge
[14] engagement

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:
[18] #scienceed
[18] students
[16] plant
[16] #edchat
[15] structures
[14] #k12
[12] #scichat
[12] cop27
[12] cfr_education
[11] based

Top Words in Tweet in G7:
[2] nuigsu
[2] galwayscience
[2] lifetimelabcork
[2] researchnuig
[2] job
[2] edtechne
[2] ultrajessamyn
[2] vmcc_scienceed
[2] ckiatnuig
[2] scientix_eu

Top Words in Tweet in G8:
[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 G9:
[3] special
[3] hosting
[2] delivered
[2] thanks
[2] #inspiringinnovativelearning
[2] graduation
[2] industry
[2] experience
[2] dcu
[2] #shapingsharedfutures

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:
[71] #scied,#scienceed
[71] insight,direction
[71] direction,implementation
[71] #coding,#onted
[71] #onted,science
[71] implementation,#coding
[71] science,technology
[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:
[8] looking,forward
[8] edtechne,uniofgalway
[6] science,project
[6] uniofgalway,edtechne
[6] watch,space
[5] unesco_cfrc,edtechne
[5] authors,'perspectives
[5] exciting,times
[5] morning,time
[5] science,survey

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] ultrajessamyn,researchnuig
[2] presidentcmlog,nuigsu
[2] nuigsu,scientix_eu
[2] galwayscience,corkscience
[2] galwayaquarium,galwayscience
[2] vmcc_scienceed,ultrajessamyn
[2] corkscience,lifetimelabcork
[2] scientix_eu,edtechne
[2] researchnuig,speediecelt

Top Word Pairs in Tweet in G8:
[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 G9:
[2] insight,industry
[2] experience,delivered
[2] special,thanks
[2] story,special
[2] asked,#stint2022
[2] give,insight
[2] #stint2022,#interns
[2] team,hosting
[2] #interns,give
[2] delivered,check

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
@ckiatnuig
@drjohnodonoghue
@this0499154500
@jl_scienceed
@theoceancleanup
@iainmacl
@kathyosull
@stemteachintern
@marshallmary82

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

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

Top Replied-To in G7:
@ckiatnuig

Top Replied-To in G9:
@stemteachintern

Top Replied-To in G10:
@r_benavides2

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

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

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

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

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

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

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

Top Mentioned in G8:
@estaprojecteu
@epistem_ul
@euerasmusplus
@gmooneysimmie
@sorchaniaodh
@scifest4stem
@chemicalsciul
@1mariewalsh
@tus_midwest
@sspcentre

Top Mentioned in G9:
@dcu
@dcuphysics
@castel_dcu
@maynoothuni
@ul
@ucddublin
@ucc
@scienceirel
@cwitirl

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
@connachtrugby
@jjsanderson
@bpsnuigalway
@drdav
@phd_genie
@educationarena
@jcforteachers

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
@nuigalway
@cellexplorers
@unigalwayalive
@lifetimelabcork
@scienceweek
@galwayaquarium
@ultrajessamyn

Top Tweeters in G8:
@euerasmusplus
@1mariewalsh
@scifest4stem
@sspcentre
@tus_midwest
@schoolofed_ul
@ulglobal
@sorchaniaodh
@erasmusireland
@drofitzmaurice

Top Tweeters in G9:
@ucc
@dcu
@irishwater
@ucddublin
@maynoothuni
@ul
@30percentclubie
@dcufsh
@bostonsci
@dcu_ioe

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