scienceed, Twitter, 10/30/2021 12:46:05 AM, 265080


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scienceed_2021-10-29_17-42-00.xlsx
scienceed_2021-10-29_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 30, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3pNG8nd
@vmcc_scienceed
@sspcentre
@edtechne
@famelab_galway
@intoshms
@twinklbeyond
@stemteachtools
@kathyosull
@stem_ai
@thenasem

Top hashtags:
#scienceed
#stem
#science
#blackhistorymonth
#scichat
#scied
#edchat
#ngss
#scicomm

Description:
Description
The graph represents a network of 512 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, 30 October 2021 at 00:42 UTC.

The requested start date was Saturday, 30 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 86-day, 5-hour, 7-minute period from Tuesday, 03 August 2021 at 18:07 UTC to Thursday, 28 October 2021 at 23:14 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 : 512
Unique Edges : 350
Edges With Duplicates : 632
Total Edges : 982
Number of Edge Types : 5
Replies to : 6
Mentions : 243
Retweet : 254
MentionsInRetweet : 339
Tweet : 140
Self-Loops : 144
Reciprocated Vertex Pair Ratio : 0.0547667342799189
Reciprocated Edge Ratio : 0.103846153846154
Connected Components : 114
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 78
Maximum Edges in a Connected Component : 172
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.564302
Graph Density : 0.00198752446183953
Modularity : 0.532908
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 512 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, 30 October 2021 at 00:42 UTC.

The requested start date was Saturday, 30 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 86-day, 5-hour, 7-minute period from Tuesday, 03 August 2021 at 18:07 UTC to Thursday, 28 October 2021 at 23:14 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:
[8] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[4] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[4] https://www.braintasticscience.com/post/how-to-start-a-science-club
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[3] http://www.dyslexiakit.net/homeschool-science-education/
[3] https://stao.ca/memberships/regular-one-year-membership/
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener

Top URLs in Tweet in G1:
[2] https://drive.google.com/file/d/1G4i0GBPqZvSdgmfJ7PS0d5MzHSQ-y3ei/view?usp=sharing
[2] https://twitter.com/scienceonstage/status/1423270069983928323
[1] https://www.ecoed4all.com/
[1] https://www.dropbox.com/s/udz9v38muzubfq9/EcoEd4All%20Times%20Issue%203%20September%202021.pdf?dl=0
[1] https://m.independent.ie/opinion/comment/pregnant-women-or-pubs-theres-no-doubt-where-this-governmentspriorities-lie-40692468.html
[1] https://twitter.com/VMcC_ScienceEd/status/1446102894906941444
[1] https://bit.ly/2TUlZi0
[1] https://reellifescience.com/
[1] https://twitter.com/webwise_ireland/status/1438095251655303168
[1] https://twitter.com/Editor_IES/status/1416314293432295431

Top URLs in Tweet in G2:
[4] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[1] https://www.sciencedaily.com/releases/2021/07/210722142037.htm
[1] https://www.nejm.org/doi/full/10.1056/NEJMoa2109522?cookieSet=1
[1] http://www.schoolyardfilms.org/syf-films-and-study-guides
[1] https://twitter.com/mrwarescience/status/1430594017490788366
[1] https://www.biologysimulations.com/anatomical-terms
[1] https://www.youtube.com/watch?v=_J19F7c06TM&feature=youtu.be

[1] https://primaryconnections.org.au/resources-and-pedagogies/good-science-books
[1] https://www.fedora-project.eu/
[1] https://www.youtube.com/watch?v=W0muUdSTytI


Top URLs in Tweet in G3:
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[2] https://twitter.com/IntoshMs/status/1447164966839197698
[1] https://twitter.com/isaacmoore7/status/1453339717458616326
[1] https://twitter.com/bmay/status/1442101051600089089
[1] https://twitter.com/IntoshMs/status/1444615430522478597
[1] https://www.twinkl.co.uk/blog/more-black-teachers-needed-in-stem

Top URLs in Tweet in G4:
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[1] https://twitter.com/cogito137/status/1434180065852473348
[1] https://twitter.com/neuroamanda/status/1434697281127649282

Top URLs in Tweet in G5:
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=c642a590-abfc-4cc5-be5b-59aa96b20770&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=0528cfbe-b9a4-473a-9990-4a08728dad66&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] https://twitter.com/theNASEM/status/1414994327080669195
[1] http://ow.ly/e7TL50FINxz?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=35bd5fd5-5645-43d4-b0d2-57ab07940d1b&utm_campaign=hootsuite
[1] https://twitter.com/drjinrussell/status/1429945207273910276
[1] https://www.nationalacademies.org/news/2021/07/science-education-should-be-national-priority-new-report-calls-on-federal-government-to-encourage-focusing-resources-on-high-quality-science-for-all-students
[1] https://www.youtube.com/watch?v=mOlPnOm3Ycg


Top URLs in Tweet in G6:
[1] http://stemteachingtools.org/brief/43

Top URLs in Tweet in G7:
[1] https://www.ngsnavigators.com/
[1] https://www.youtube.com/watch?v=jSuETYEgY68&feature=youtu.be


Top URLs in Tweet in G9:
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[1] https://www.mathforamerica.org/model/impact/teaching-science-behind-covid-19-vaccines-creating-ripple-effect-beyond-classroom

Top URLs in Tweet in G10:
[1] https://catdc.org/inspire_events/rethinkingscienceplc/
[1] https://twitter.com/conti_jen/status/1430845533388742659?s=12

Top Domains
Top Domains in Tweet in Entire Graph:
[39] twitter.com
[11] dyslexiakit.net
[8] braintasticscience.com
[6] co.uk
[5] google.com
[5] youtube.com
[4] donorschoose.org
[4] theconversation.com
[4] bbc.com
[3] com.au

Top Domains in Tweet in G1:
[7] twitter.com
[2] google.com
[1] ecoed4all.com
[1] dropbox.com
[1] independent.ie
[1] bit.ly
[1] reellifescience.com
[1] dcu.ie
[1] limerickleader.ie
[1] ul.ie

Top Domains in Tweet in G2:
[4] twitter.com
[4] donorschoose.org
[3] youtube.com
[1] sciencedaily.com
[1] nejm.org
[1] schoolyardfilms.org
[1] biologysimulations.com
[1] org.au
[1] fedora-project.eu
[1] nationalgeographic.com

Top Domains in Tweet in G3:
[5] twitter.com
[5] co.uk
[4] bbc.com

Top Domains in Tweet in G4:
[3] storycollider.org
[2] twitter.com

Top Domains in Tweet in G5:
[3] nap.edu
[2] twitter.com
[1] ow.ly
[1] nationalacademies.org
[1] youtube.com

Top Domains in Tweet in G6:
[1] stemteachingtools.org

Top Domains in Tweet in G7:
[1] ngsnavigators.com
[1] youtube.com

Top Domains in Tweet in G9:
[4] theconversation.com
[3] tcea.org
[1] mathforamerica.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[250] scienceed
[55] stem
[44] science
[30] blackhistorymonth
[26] scichat
[23] scied
[22] edchat
[20] ngss
[16] scicomm
[14] scienceteacher



Top Hashtags in Tweet in G1:
[5] ecer2021
[2] marchformaternity
[2] bettermaternitycare
[2] fantasticdnainabox
[2] ul
[2] ibikesalthill
[2] ucg
[2] nuig
[2] galway
[2] youreupnext

Top Hashtags in Tweet in G2:
[40] scienceed
[11] science
[8] scichat
[7] scienceteacher
[5] stem
[5] edchat
[4] apps
[4] edapps
[4] physics
[4] technology

Top Hashtags in Tweet in G3:
[30] blackhistorymonth
[19] scienceed
[5] stem
[4] sdgs
[4] biodiversity
[1] culturalcapital
[1] directinstruction
[1] cpd
[1] oracy
[1] cogscisci

Top Hashtags in Tweet in G4:
[11] scicomm
[9] scienceed
[4] scichat
[3] citizenscience
[3] openscience
[3] biology
[3] jsf21
[3] storytelling
[2] sciengage
[2] teachers

Top Hashtags in Tweet in G5:
[11] scienceed
[3] education
[2] stem
[2] stemed
[2] scied
[1] science

Top Hashtags in Tweet in G6:
[18] scienceed
[16] scied
[16] ngss

Top Hashtags in Tweet in G7:
[3] scienceed
[1] teachers
[1] science
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G9:
[6] scienceed
[6] science
[4] scied
[3] covid19
[3] vaccines
[3] chemistry
[2] scichat
[1] ngss
[1] mfaproud
[1] aussieed

Top Hashtags in Tweet in G10:
[8] scienceed
[7] chemed
[6] science
[5] scienceedu
[5] chemistry
[5] edtech
[5] edutech
[5] edutwitter
[5] tosachat
[2] scienceteachers

Top Words
Top Words in Tweet in Entire Graph:
[250] #scienceed
[199] science
[73] students
[55] #stem
[49] week
[48] #science
[46] more
[44] teachers
[44] school
[40] scientific

Top Words in Tweet in G1:
[12] edtechne
[12] teachers
[8] colleagues
[7] please
[7] great
[6] 1st
[6] ecer_eera
[5] school
[5] professional
[5] really

Top Words in Tweet in G2:
[40] #scienceed
[11] #science
[8] science
[8] #scichat
[7] #scienceteacher
[5] learning
[5] more
[5] #stem
[5] students
[5] #edchat

Top Words in Tweet in G3:
[30] #blackhistorymonth
[28] intoshms
[25] extending
[25] beyond
[25] curriculum
[25] 'scientist
[25] week'
[19] #scienceed
[17] starting
[15] looking

Top Words in Tweet in G4:
[22] science
[12] more
[11] #scicomm
[9] #scienceed
[9] parvathijr2
[9] week
[9] seminar
[9] facilitating
[9] storytelling
[8] help

Top Words in Tweet in G5:
[26] science
[17] scientific
[15] thinking
[15] essential
[15] students
[15] pursuing
[15] report
[14] careers
[13] thenasem
[13] those

Top Words in Tweet in G6:
[18] #scienceed
[16] scientific
[16] literacy
[16] starts
[16] early
[16] childhood
[16] continues
[16] elementary
[16] school
[16] #scied

Top Words in Tweet in G7:
[9] science
[9] please
[8] announcing
[8] special
[8] issue
[8] teacher
[8] infectious
[8] disease
[8] education
[8] help

Top Words in Tweet in G8:
[2] year

Top Words in Tweet in G9:
[6] #scienceed
[6] #science
[4] #scied
[4] einstein
[4] 'wrong'
[4] science
[4] teacher
[4] physicshigh
[4] gordeauz
[4] yours

Top Words in Tweet in G10:
[11] science
[10] teachers
[8] #scienceed
[8] interested
[7] #chemed
[6] check
[6] #science
[5] #scienceedu
[5] #chemistry
[5] #edtech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth
[25] #blackhistorymonth,'scientist
[25] 'scientist,week'
[19] looking,forward
[19] scientific,literacy
[19] #scied,#scienceed
[19] #scienceed,#ngss
[18] #stem,#scienceed

Top Word Pairs in Tweet in G1:
[4] primary,teachers
[4] professional,diploma
[4] #ecer2021,closes
[4] closes,congratulations
[4] congratulations,ecer_eera
[4] ecer_eera,great
[4] great,conference
[4] conference,edtechne
[4] edtechne,colleagues
[4] colleagues,vmcc_scienceed

Top Word Pairs in Tweet in G2:
[5] #scienceed,#scichat
[4] noblest,question
[4] question,world
[4] world,good
[4] good,#apps
[4] #apps,#edapps
[4] #edapps,#scienceed
[4] #scichat,#science
[4] #science,#physics
[4] #physics,#scienceteacher

Top Word Pairs in Tweet in G3:
[25] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth
[25] #blackhistorymonth,'scientist
[25] 'scientist,week'
[15] looking,forward
[15] forward,extending
[15] week',starting
[14] intoshms,looking
[10] week',week

Top Word Pairs in Tweet in G4:
[9] facilitating,storytelling
[8] sign,storycollider's
[7] differentiate,twins
[7] twins,science
[7] science,education
[7] education,science
[7] science,communication
[7] communication,lend
[7] lend,voice
[7] voice,complete

Top Word Pairs in Tweet in G5:
[15] scientific,thinking
[15] thinking,essential
[13] essential,students
[13] students,those
[13] those,pursuing
[13] pursuing,science
[13] science,careers
[13] careers,report
[13] report,recommends
[13] recommends,actions

Top Word Pairs in Tweet in G6:
[16] scientific,literacy
[16] literacy,starts
[16] starts,early
[16] early,childhood
[16] childhood,continues
[16] continues,elementary
[16] elementary,school
[16] school,#scied
[16] #scied,#scienceed
[16] #scienceed,#ngss

Top Word Pairs in Tweet in G7:
[8] announcing,special
[8] special,issue
[8] issue,science
[8] science,teacher
[8] teacher,infectious
[8] infectious,disease
[8] disease,education
[8] education,please
[8] please,help
[8] help,others

Top Word Pairs in Tweet in G9:
[4] einstein,'wrong'
[4] 'wrong',science
[4] science,teacher
[4] teacher,physicshigh
[4] physicshigh,gordeauz
[4] gordeauz,yours
[4] yours,truly
[3] simoncrook,einstein
[3] truly,conv
[3] mƒa,summer

Top Word Pairs in Tweet in G10:
[5] check,#science
[5] #science,teachers
[5] teachers,#scienceed
[5] #scienceed,#scienceedu
[5] #scienceedu,#chemed
[5] #chemed,#chemistry
[5] #chemistry,#edtech
[5] #edtech,#edutech
[5] #edutech,#edutwitter
[5] #edutwitter,#tosachat

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@intoshms
@stemteachtools
@thenasem
@edtechne
@parvathijr2
@storycollider
@colbytofelgrehl
@twinklbeyond
@deadlyscience
@nuigalway

Top Mentioned in G1:
@edtechne
@ecer_eera
@vmcc_scienceed
@nuigalway
@ultrajessamyn
@researchatnuig
@flyn
@corneliathinks
@speediecelt
@flynndpaul

Top Mentioned in G3:
@intoshms
@twinklbeyond
@chatbiology
@diverseed2020
@ybtn_uk
@bameednetwork
@missfolorunsho
@roysocchem
@thisschoolcan17
@oupsecondary

Top Mentioned in G4:
@parvathijr2
@storycollider
@elsi_origins
@onetrueslava
@neuroamanda
@nisse_greenberg
@iyoumek
@costep_pr
@utokyo_news_en

Top Mentioned in G5:
@thenasem
@cuboulder
@uconnneag
@ngss_tweeps
@fabiolagianotti
@sci_project
@nasem_dbasse
@openscied
@sbottasullivan
@ngsschat

Top Mentioned in G6:
@stemteachtools
@kheydrick

Top Mentioned in G7:
@colbytofelgrehl
@ngsnavigators
@nsta
@secoonline

Top Mentioned in G8:
@pharmaawardsirl
@luismpadrela
@ul
@ucc
@nuigalway
@tcddublin
@dcu
@ucddublin
@maynoothuni
@waterfordit

Top Mentioned in G9:
@physicshigh
@gordeauz
@simoncrook
@conv
@mathforamerica
@dlcoachsandy
@stemteachtools
@nycschools
@conversationedu

Top Mentioned in G10:
@jakemillertech
@elliebeyers
@drjohnodonoghue
@the_catdc
@lizgottlieb

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@pekkalooking
@the404code
@cbsnews
@thethegrinch7
@positiveimagep
@askgerbil
@google
@almu_hs
@fluxcapdoodah

Top Tweeters in G1:
@tg4tv
@britishcouncil
@gm
@solasfet
@dawn_galway
@nuigalway
@thegallowboob
@teacherchemist
@irishresearch
@marineinst

Top Tweeters in G2:
@idarknight
@coachxcpayne
@ms_hansen
@rellatink
@sihalpin
@mslaurenberry
@mrsa_sci
@wcgtc
@liamdguilfoyle
@mssciencemuseum

Top Tweeters in G3:
@the404code
@thethegrinch7
@positiveimagep
@ecology_tweets
@sdgsbot
@roysocmed
@shaakbhaji
@roysocchem
@miss_khan868
@iramtahir12

Top Tweeters in G4:
@askgerbil
@b0tsci
@scicommbot
@openscitalk
@ichnologist
@scienceborealis
@indiascipol
@jayaisales
@pegkeiner
@storycollider

Top Tweeters in G5:
@fluxcapdoodah
@eintsein1980
@xeno_lith
@cuboulder
@thenasem
@baconred
@ngss_tweeps
@achosinfo
@ngsschat
@uconnneag

Top Tweeters in G6:
@jenniferagates
@3262mn
@allnstem
@stemteachtools
@kyndra_johnson
@treddtaylor
@boreychum
@kheydrick
@coach970
@stemscopeskerri

Top Tweeters in G7:
@markwarschauer
@nsta
@dtcampbe
@brownellcassie
@wandabryant
@frizzlerichard
@ngsnavigators
@aeolani
@colbytofelgrehl
@drherak

Top Tweeters in G8:
@ucc
@tcddublin
@dcu
@ucddublin
@maynoothuni
@scienceirel
@ul
@waterfordit
@sspcentre
@nibrt_

Top Tweeters in G9:
@mguhlin
@garym
@conversationedu
@praxismedhat
@dlcoachsandy
@nycschools
@simoncrook
@mathforamerica
@gordeauz
@physicshigh

Top Tweeters in G10:
@markj_ohnson
@jakemillertech
@gwenhilliard
@drjohnodonoghue
@chemistryed
@the_catdc
@marinacademy
@lisakhaney
@elliebeyers
@msgrinev


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