scienceed, Twitter, 1/23/2021 1:35:05 AM, 246275


FAQ | Problem?

scienceed_2021-01-22_17-27-12.xlsx
scienceed_2021-01-22_17-27-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 23, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3637URW
@vmcc_scienceed
@drjohnodonoghue
@chemistryed
@alisoncullinan2
@go2science
@eilishmclough
@grainnewalshe
@msfusinachem
@galwayaquarium
@stem_ai

Top hashtags:
#scienceed
#stem
#edchat
#scichat
#science
#stemed
#paemst
#nbct

Description:
Description
The graph represents a network of 410 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, 23 January 2021 at 01:27 UTC.

The requested start date was Saturday, 23 January 2021 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 81-day, 5-hour, 4-minute period from Sunday, 01 November 2020 at 14:56 UTC to Thursday, 21 January 2021 at 20:01 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 : 410
Unique Edges : 332
Edges With Duplicates : 709
Total Edges : 1041
Number of Edge Types : 5
Replies to : 44
Retweet : 182
MentionsInRetweet : 276
Tweet : 134
Mentions : 405
Self-Loops : 135
Reciprocated Vertex Pair Ratio : 0.0881720430107527
Reciprocated Edge Ratio : 0.162055335968379
Connected Components : 102
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 103
Maximum Edges in a Connected Component : 443
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.428617
Graph Density : 0.00301747271751446
Modularity : 0.440184
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 410 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, 23 January 2021 at 01:27 UTC.

The requested start date was Saturday, 23 January 2021 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 81-day, 5-hour, 4-minute period from Sunday, 01 November 2020 at 14:56 UTC to Thursday, 21 January 2021 at 20:01 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://edtechimpact.com/news/science-resources
[12] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&utm_medium=social&utm_source=twitter
[7] http://www.go2science.com/
[7] https://www.eventbrite.co.uk/e/personalised-learning-for-primary-schools-registration-125443977313
[7] https://www.eventbrite.co.uk/e/personalised-learning-for-secondary-schools-registration-122967173125
[6] https://www.rte.ie/news/2020/1110/1177158-education-home-school/
[5] https://www.youtube.com/watch?v=b7ZukwBl8K0&feature=youtu.be
[3] https://fordeeperlearning.org/organized-inquiry-and-service/
[2] https://go2scienceblog.weebly.com/blog/scientific-process?utm_content=buffer42acd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://go2scienceblog.weebly.com/blog/mission-penguins-bonus-materials?utm_content=buffer14215&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[6] https://www.rte.ie/news/2020/1110/1177158-education-home-school/
[2] https://twitter.com/thegalwegian/status/1326920696900046848
[2] https://twitter.com/de_kosnik/status/1329819269056528385
[1] https://twitter.com/breedscience/status/1330264637158330370
[1] https://twitter.com/sarahlrcarroll/status/1326580199715123200
[1] https://twitter.com/eilishmclough/status/1323919219835179009
[1] https://twitter.com/niamhedpsych/status/1326093389377523712
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Df0c9Zquzzi8&q=EgS4SO-bGIz3rYAGIhkA8aeDS7BHuxfNNkgpSIHHbb1B0FIG-xrFMgFy
[1] https://dx.doi.org/10.1002/sce.21614
[1] https://twitter.com/STEMTeachIntern/status/1337330199780876288

Top URLs in Tweet in G2:
[1] http://www.gatewaygreening.org/wp-content/uploads/2017/12/Pumpkin-Graveyard-72017.pdf
[1] https://twitter.com/shimadzuan/status/1323094408200290304
[1] https://twitter.com/haschweingruber/status/1326930973813051392
[1] https://twitter.com/voguemagazine/status/1327759134884851713
[1] https://savvysecondaryscience.blogspot.com/2019/11/a-trip-through-gi-tract-video.html
[1] https://ucd-ie.zoom.us/j/97255123167
[1] https://twitter.com/iop_ireland/status/1324793124850454528
[1] https://www.helpteaching.com/lessons/675/solar-eclipses?utm_source=twitter.com&utm_medium=social&utm_campaign=did-you-know-that-there-are-three-main-t
[1] https://www.helpteaching.com/lessons/720/energy?utm_source=twitter.com&utm_medium=social&utm_campaign=energy-exists-all-around-us--in-various
[1] https://www.helpteaching.com/lessons/691/whats-for-dinner-a-science-story?utm_source=twitter.com&utm_medium=social&utm_campaign=all-animals-need-to-drink-water.-all-ani

Top URLs in Tweet in G3:
[1] https://portal.btyoungscientist.com/teacher-registration/
[1] https://www.researchgate.net/publication/348416078_%27A_Scientist_Knows_What_She%27s_Doing%27_Exploring_the_Effect_of_Scientist-led_Outreach_on_Primary_Children%27s_Science_Self-Efficacy_Beliefs
[1] https://www.dropbox.com/s/ipl2oaspuyamocv/Strand%2016.pdf?dl=0
[1] http://www.nuigalway.ie/hardiman-scholarships/?fbclid=IwAR0FjAH-3arkRE-fcMCdoUaaqvzjMVTNvyn5r0vL1wDVWS65zwub6brClY0

Top URLs in Tweet in G4:
[7] http://www.go2science.com/
[2] https://go2scienceblog.weebly.com/blog/scientific-process?utm_content=buffer42acd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.go2science.com/?utm_content=buffer0c94f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://go2scienceblog.weebly.com/blog/mission-penguins-bonus-materials?utm_content=buffer14215&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.go2science.com/signup
[1] https://go2scienceblog.weebly.com/blog/quality-questions?utm_content=buffer31972&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://go2scienceblog.weebly.com/blog/mission-penguin-week-1-vote?utm_content=buffere190c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://m.youtube.com/watch?v=sO25Hr0PJqU&feature=youtu.be&utm_content=buffere33b6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[1] https://go2scienceblog.weebly.com/blog/mission-penguins-bonus-materials?utm_content=buffer14a29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[12] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G6:
[1] https://stao.ca/11-best-science-websites-for-interactive-learning-submitted-by-amy-gorecki/
[1] https://stao.ca/events/lab-x-change-amgen-biotech-experience/

Top URLs in Tweet in G7:
[13] https://edtechimpact.com/news/science-resources
[7] https://www.eventbrite.co.uk/e/personalised-learning-for-primary-schools-registration-125443977313
[7] https://www.eventbrite.co.uk/e/personalised-learning-for-secondary-schools-registration-122967173125
[1] https://learn.twigeducation.com/l/272722/2020-11-02/bhtmkv
[1] https://learn.twigeducation.com/l/272722/2019-02-25/21hrgm

Top URLs in Tweet in G8:
[1] https://www.acs.org/content/acs/en/pressroom/presspacs/2021/acs-presspac-january-13-2021/superheroes-foods-and-apps-bring-a-modern-twist-to-the-periodic-table.html
[1] https://ace-ed.org/flinn-scientific-adds-new-labs-to-science2go/
[1] https://ace-ed.org/flinn-scientific-hosts-free-webinars-to-help-district-leaders-k-12-educators-navigate-this-school-year/
[1] https://ace-ed.org/discovery-education-presents-the-3m-young-scientist-challenge/
[1] https://ace-ed.org/kidwind-virtual-workshops-available-for-educators/

Top URLs in Tweet in G9:
[1] https://appleinc.webex.com/webappng/sites/appleinc/recording/7552cc9dce304c8280a2cda98af42082/playback

Top URLs in Tweet in G10:
[1] https://international-education.blog/en/oh-look-santa-brought-me-an-ilsa/

Top Domains
Top Domains in Tweet in Entire Graph:
[39] twitter.com
[15] co.uk
[13] edtechimpact.com
[12] weareteachers.com
[10] go2science.com
[9] weebly.com
[7] youtube.com
[7] helpteaching.com
[6] rte.ie
[4] ace-ed.org

Top Domains in Tweet in G1:
[15] twitter.com
[6] rte.ie
[2] loom.com
[2] bit.ly
[1] google.com
[1] doi.org
[1] co.uk
[1] esera.org
[1] noteworthy.ie
[1] education.ie

Top Domains in Tweet in G2:
[7] helpteaching.com
[5] twitter.com
[2] sociamonials.com
[1] gatewaygreening.org
[1] blogspot.com
[1] zoom.us
[1] ctvnews.ca
[1] newmeridiancorp.org
[1] weebly.com
[1] com.au

Top Domains in Tweet in G3:
[1] btyoungscientist.com
[1] researchgate.net
[1] dropbox.com
[1] nuigalway.ie

Top Domains in Tweet in G4:
[10] go2science.com
[7] weebly.com
[1] youtube.com

Top Domains in Tweet in G5:
[12] weareteachers.com

Top Domains in Tweet in G6:
[2] stao.ca

Top Domains in Tweet in G7:
[14] co.uk
[13] edtechimpact.com
[2] twigeducation.com

Top Domains in Tweet in G8:
[4] ace-ed.org
[1] acs.org

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

Top Domains in Tweet in G10:
[1] international-education.blog

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[225] scienceed
[51] stem
[48] edchat
[44] scichat
[22] science
[22] stemed
[21] paemst
[21] nbct
[21] homeschooling
[17] pblchat



Top Hashtags in Tweet in G1:
[3] schoolingathome
[2] myunilife
[1] cartoon
[1] cutthestrings
[1] back2basics
[1] creativityinscience
[1] dilemmamethodology
[1] dialecticalreflection
[1] formal
[1] informalscienceed

Top Hashtags in Tweet in G2:
[41] scienceed
[10] stem
[7] science
[6] onlinelesson
[6] onlinelearning
[4] edchat
[4] education
[4] edtech
[4] k12
[4] scienceeducation

Top Hashtags in Tweet in G3:
[4] scienceed
[3] chemed
[2] chemistry
[2] googleslides
[2] outreach
[1] pbl
[1] pblchat
[1] scichat
[1] scienceteacher
[1] chemchat

Top Hashtags in Tweet in G4:
[32] edchat
[21] paemst
[21] nbct
[20] scienceed
[20] stem
[19] scichat
[17] elemchat
[17] disted
[16] pblchat
[16] homeschooling

Top Hashtags in Tweet in G5:
[12] scichat
[12] scienceed
[12] sponsored

Top Hashtags in Tweet in G6:
[3] sciencewebsites
[2] stao
[2] stem
[2] scienceed

Top Hashtags in Tweet in G7:
[15] scienceed
[6] edtech
[4] scichat
[2] science
[2] teaching
[2] stem
[2] stemchat
[2] onthisday
[2] charlesdarwin
[1] revision

Top Hashtags in Tweet in G8:
[5] scienceed
[4] ageofequity
[4] edequity
[3] chemistry
[3] stem
[3] stemed
[2] biology
[2] science
[1] pokemongo
[1] edtech

Top Hashtags in Tweet in G9:
[1] edchat
[1] sschat
[1] scienceed

Top Hashtags in Tweet in G10:
[8] timss2019
[8] pirls
[1] pisa
[1] timss
[1] stem
[1] echatie
[1] mathschat
[1] scienceed
[1] edchateu

Top Words
Top Words in Tweet in Entire Graph:
[225] #scienceed
[90] science
[56] more
[51] students
[51] #stem
[49] teachers
[48] #edchat
[44] #scichat
[41] great
[35] vmcc_scienceed

Top Words in Tweet in G1:
[26] vmcc_scienceed
[26] edtechne
[25] ul
[24] nuigalway
[20] eilishmclough
[18] great
[17] dcu
[17] teachers
[16] students
[15] more

Top Words in Tweet in G2:
[41] #scienceed
[10] #stem
[10] science
[9] more
[7] #science
[6] #onlinelesson
[6] #onlinelearning
[5] energy
[5] students
[5] learning

Top Words in Tweet in G3:
[9] vmcc_scienceed
[8] teacher
[8] murielgrenon
[8] cellexplorers
[8] scienceirel
[8] esera2019
[6] chem
[6] science
[6] students
[6] drjohnodonoghue

Top Words in Tweet in G4:
[32] #edchat
[21] #paemst
[20] #nbct
[20] #scienceed
[20] #stem
[19] #scichat
[17] #elemchat
[17] #disted
[16] #pblchat
[16] #homeschooling

Top Words in Tweet in G5:
[12] lab
[12] problem
[12] #scichat
[12] #scienceed
[12] #sponsored
[10] weareteachers

Top Words in Tweet in G6:
[7] more
[5] staoapso
[4] great
[4] interactive
[4] learning
[4] uoft
[4] hosting
[4] harvard's
[4] labxchange
[4] workshop

Top Words in Tweet in G7:
[15] #scienceed
[14] schools
[13] resources
[13] add
[13] wow
[12] check
[7] miss
[7] free
[7] personalised
[7] learning

Top Words in Tweet in G8:
[5] #scienceed
[4] #ageofequity
[4] #edequity
[4] edutalkradio
[4] maialee
[3] #chemistry
[3] flinnscientific
[3] lab
[3] predict
[3] #stem

Top Words in Tweet in G9:
[9] video
[8] check
[8] great
[8] environmental
[8] justice
[8] challenge
[8] redfordcenter
[8] watch
[8] webinar
[8] hear

Top Words in Tweet in G10:
[8] advance
[8] #timss2019
[8] launch
[8] tomorrow
[8] guest
[8] ilsa_blog
[8] uses
[8] abuses
[8] ilsas
[8] studies

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] #scienceed,#stem
[20] #paemst,#nbct
[20] #scichat,#scienceed
[18] #nbct,#edchat
[17] dcu,ul
[17] science,teachers
[16] edtechne,eilishmclough
[16] eilishmclough,nuigalway
[16] nuigalway,dcu
[16] #edchat,#pblchat

Top Word Pairs in Tweet in G1:
[17] dcu,ul
[16] edtechne,eilishmclough
[16] eilishmclough,nuigalway
[16] nuigalway,dcu
[10] vmcc_scienceed,edtechne
[6] edtechne,nuigalwaypress
[6] manuelaheinz,gerryleadership
[5] nuigalwaypress,niamhedpsych
[5] niamhedpsych,emerd13
[5] emerd13,vmcc_scienceed

Top Word Pairs in Tweet in G2:
[6] #scienceed,#stem
[6] #onlinelesson,#onlinelearning
[4] #onlinelearning,#scienceed
[3] animals,need
[3] natural,hazards
[3] #science,#scienceed
[2] #stemeducation,#scienceed
[2] #stem,#scienceed
[2] montréal,québec
[2] québec,#tinkercrate

Top Word Pairs in Tweet in G3:
[8] murielgrenon,cellexplorers
[8] cellexplorers,vmcc_scienceed
[8] vmcc_scienceed,scienceirel
[8] scienceirel,esera2019
[6] btyste,kicked
[6] kicked,today
[6] today,find
[6] find,smartphone
[6] smartphone,spectroscopy
[6] spectroscopy,sessions

Top Word Pairs in Tweet in G4:
[20] #paemst,#nbct
[18] #nbct,#edchat
[18] #scienceed,#stem
[16] #edchat,#pblchat
[16] #elemchat,#scichat
[16] #stem,#homeschooling
[16] #homeschooling,#disted
[14] #pblchat,#elearning
[12] #edchat,#elemchat
[11] #scichat,#edtechchat

Top Word Pairs in Tweet in G5:
[12] lab,problem
[12] problem,#scichat
[12] #scichat,#scienceed
[12] #scienceed,#sponsored
[10] weareteachers,lab

Top Word Pairs in Tweet in G6:
[4] uoft,hosting
[4] hosting,harvard's
[4] harvard's,labxchange
[4] labxchange,workshop
[4] workshop,jan
[4] jan,28th
[4] 28th,register
[4] register,learn
[4] learn,more
[4] more,labxchange's

Top Word Pairs in Tweet in G7:
[13] resources,add
[13] add,wow
[12] wow,#scienceed
[7] check,resources
[7] miss,free
[7] free,personalised
[7] personalised,learning
[7] learning,events
[7] primary,schools
[7] schools,secondary

Top Word Pairs in Tweet in G8:
[4] #ageofequity,#edequity
[4] #edequity,edutalkradio
[4] edutalkradio,maialee
[3] #stem,#stemed
[2] flinnscientific,lab
[2] lab,series
[2] series,high
[2] high,school
[2] school,#biology
[2] #biology,#chemistry

Top Word Pairs in Tweet in G9:
[8] check,great
[8] great,environmental
[8] environmental,justice
[8] justice,video
[8] video,challenge
[8] challenge,redfordcenter
[8] redfordcenter,watch
[8] watch,webinar
[8] webinar,hear
[8] hear,last

Top Word Pairs in Tweet in G10:
[8] advance,#timss2019
[8] #timss2019,launch
[8] launch,tomorrow
[8] tomorrow,guest
[8] guest,ilsa_blog
[8] ilsa_blog,uses
[8] uses,abuses
[8] abuses,ilsas
[8] ilsas,studies
[8] studies,#pirls

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@sarahlrcarroll
@jabbedu
@garlandcat
@thegalwegian
@laurenboebert
@fondantfan
@tiernansandra
@nevenmaguire
@shanedbergin

Top Replied-To in G1:
@vmcc_scienceed
@thegalwegian
@fondantfan
@sarahlrcarroll
@grainnewalshe
@yurgospolitis
@misstierney1
@msdowdsci
@shanedbergin
@tiernansandra

Top Replied-To in G3:
@sarahlrcarroll
@tinaoverton
@vmcc_scienceed
@drjohnodonoghue
@sylvialeatham

Top Mentioned
Top Mentioned in Entire Graph:
@edtechne
@nuigalway
@ul
@vmcc_scienceed
@eilishmclough
@dcu
@go2science
@cellexplorers
@mrs_smoke
@margiebg

Top Mentioned in G1:
@edtechne
@nuigalway
@ul
@eilishmclough
@dcu
@vmcc_scienceed
@emerd13
@niamhedpsych
@thegalwegian
@manuelaheinz

Top Mentioned in G3:
@murielgrenon
@cellexplorers
@vmcc_scienceed
@scienceirel
@esera2019
@btyste
@drjohnodonoghue
@msfusinachem
@sssassaints
@sziggy9

Top Mentioned in G4:
@go2science
@mrs_smoke
@margiebg
@msoskil
@drfurman
@jenjkesler
@hachen2nd
@brooke_teller
@nbctsue
@mdoenews

Top Mentioned in G5:
@weareteachers

Top Mentioned in G6:
@staoapso
@uoft
@harvard
@labxchange

Top Mentioned in G7:
@twigeducation
@theedtechimpact
@encounteredu
@doddlelearn
@gcsepod
@developexperts
@tassomai

Top Mentioned in G8:
@edutalkradio
@maialee
@flinnscientific
@discoveryed
@3m
@lmcfarli
@kidwind_project
@access2equityed

Top Mentioned in G9:
@redfordcenter
@cinehead

Top Mentioned in G10:
@ilsa_blog
@eemereivers

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@bar_zie
@epuujee
@flipgrid
@elemmathaccount
@rtenews
@thembaletumbang
@paleophile
@adnansensitive
@bertilak

Top Tweeters in G1:
@rtenews
@nevenmaguire
@dcu
@drshmoo
@nuigalway
@aoibhinn_ni_s
@cambridge_uni
@teachingcouncil
@msdowdsci
@ul

Top Tweeters in G2:
@paleophile
@ginamakeswaves
@ppoulin
@ericahargreave
@techsavvysci
@teriw63
@gatewaygreening
@helpteaching
@edtechneighbor
@doctormanker

Top Tweeters in G3:
@scienceirel
@btyste
@drjohnodonoghue
@wrbdb
@cellexplorers
@sylvialeatham
@chemistryed
@sssassaints
@murielgrenon
@tinaoverton

Top Tweeters in G4:
@librosjesus
@stem_ai
@mrdearybury
@msoskil
@drfurman
@mrs_smoke
@hachen2nd
@gmetacognition
@mdoenews
@mbrownedtech

Top Tweeters in G5:
@garym
@booksyalove
@weareteachers
@praxismedhat
@jctoromorales
@sharonpe16
@coachmaclay
@katealbarellos
@michellek_xox
@mrs_teach_a_lot

Top Tweeters in G6:
@harvard
@uoft
@lukepersaud
@staoapso
@sabres_science
@anjali_joshi_
@gravellelise
@labxchange
@amygorecki1

Top Tweeters in G7:
@bar_zie
@developexperts
@gcsepod
@twigeducation
@encounteredu
@theedtechimpact
@tassomai
@cgraham317
@doddlelearn

Top Tweeters in G8:
@edutalkradio
@3m
@kidwind_project
@kehappenings
@flinnscientific
@maialee
@access2equityed
@lmcfarli
@discoveryed

Top Tweeters in G9:
@bertilak
@cinehead
@mialmorrison
@mikemead
@jdeinhammer
@mattbaier1234
@redfordcenter
@jameskassys

Top Tweeters in G10:
@elemmathaccount
@joeoharadcu
@rmurphyphd
@macken1916
@schoolaem
@eemereivers
@ilsa_blog
@a_strello


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.