scienceed, Twitter, 9/11/2021 6:53:17 PM, 261727


FAQ | Problem?

scienceed_2021-09-10_17-42-00.xlsx
scienceed_2021-09-10_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3EbWoTN
@thenasem
@openscied
@celebratepicbks
@storycollider
@cinehead
@parvathijr2
@b0tsci
@pegkeiner
@edtechne
@drjohnodonoghue

Top hashtags:
#scienceed
#stem
#backtoschool
#science
#scichat
#stemed
#edchat
#homeschooling
#family

Description:
Description
The graph represents a network of 406 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, 11 September 2021 at 00:43 UTC.

The requested start date was Saturday, 11 September 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 65-day, 23-hour, 17-minute period from Thursday, 01 July 2021 at 20:47 UTC to Sunday, 05 September 2021 at 20:05 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 : 406
Unique Edges : 336
Edges With Duplicates : 598
Total Edges : 934
Number of Edge Types : 5
MentionsInRetweet : 406
Mentions : 171
Retweet : 245
Tweet : 106
Replies to : 6
Self-Loops : 107
Reciprocated Vertex Pair Ratio : 0.0442655935613682
Reciprocated Edge Ratio : 0.0847784200385356
Connected Components : 76
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 53
Maximum Edges in a Connected Component : 170
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.604435
Graph Density : 0.00315635832877212
Modularity : 0.54079
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 406 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, 11 September 2021 at 00:43 UTC.

The requested start date was Saturday, 11 September 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 65-day, 23-hour, 17-minute period from Thursday, 01 July 2021 at 20:47 UTC to Sunday, 05 September 2021 at 20:05 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/
[6] http://www.dyslexiakit.net/homeschool-science-education/
[5] https://www.braintasticscience.com/curiositycorner
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[3] https://www.xientifica.com/
[3] https://docs.google.com/document/d/1_14mt5LyFjWGzXXefV30pSawK7CWeTxHbbjWaF6-Nkc/edit
[3] https://twitter.com/jgvanides/status/1420019671785426959
[2] https://twitter.com/scienceonstage/status/1423270069983928323
[2] https://crscience.org/makesciencehappen/

Top URLs in Tweet in G1:
[2] https://twitter.com/thenasem/status/1414994327080669195
[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=02fd4679-e472-4fc9-9a74-9b81c8b1b399&utm_campaign=hootsuite
[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://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=6c9f6ad8-4dbd-4080-9433-23cf09c870fa&utm_campaign=hootsuite
[1] https://twitter.com/theNASEM/status/1414994327080669195
[1] https://twitter.com/drjinrussell/status/1429945207273910276
[1] https://www.youtube.com/watch?v=mOlPnOm3Ycg

[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.ngsnavigators.com/

Top URLs in Tweet in G2:
[1] https://celebratepicturebooks.com/2021/08/04/august-3-international-owl-awareness-day/
[1] https://celebratepicturebooks.com/i-am-the-shark-giveaway/
[1] https://celebratepicturebooks.com/2021/07/15/june-15-its-national-shark-week/
[1] https://celebratepicturebooks.com/2021/07/19/july-19-celebrating-the-perseid-meteor-showers-with-sandra-nickel/
[1] https://celebratepicturebooks.com/2021/07/21/july-21-ask-an-archaeologist-day/

Top URLs in Tweet in G3:
[2] https://twitter.com/scienceonstage/status/1423270069983928323
[1] https://twitter.com/Editor_IES/status/1416314293432295431
[1] https://bit.ly/2TUlZi0
[1] https://docs.google.com/document/d/11qCmOqm4PnLlklr5lb7ufCh-38xF0LHt2ZzTjSYVDZs/edit?usp=sharing
[1] https://docs.google.com/spreadsheets/d/1bIOh3S-bN0LCjVWrfpnhkaIapZKwtbAr5Z1gJQ_KGEY/edit

Top URLs in Tweet in G4:
[1] https://www.stem.org.uk/cpd/495361/secondary-heads-science-network-curriculum-planning
[1] https://www.potomacriver.org/resources/educator-resources/environmentalresourcedirectory/
[1] https://twitter.com/alexpetrovnia/status/1415665948355403778
[1] https://www.whizzpopbang.com/subscribe
[1] https://stpetecatalyst.com/with-3-5-million-in-federal-and-state-money-the-science-center-to-rise-again/
[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://primaryconnections.org.au/resources-and-pedagogies/good-science-books

Top URLs in Tweet in G5:
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[1] https://twitter.com/cogito137/status/1434180065852473348
[1] https://twitter.com/jfcryan/status/1419906894056116229
[1] https://twitter.com/conti_jen/status/1430845533388742659?s=12

Top URLs in Tweet in G6:
[1] https://twitter.com/AdamMGrant/status/1431602821036716035
[1] https://twitter.com/rskudesia/status/1431275057863561223
[1] https://twitter.com/lapubliclibrary/status/1408451133497090053
[1] https://books.apple.com/book/id1576147726
[1] https://twitter.com/cinehead/status/1412825727951466499

Top URLs in Tweet in G7:
[3] https://www.xientifica.com/
[2] https://twitter.com/SpaceKidzIndia/status/1428648479232905217
[2] https://www.cbsnews.com/pictures/space-pitures-planets-photos/
[1] https://www.reddit.com/r/explainlikeimfive/comments/oh7vc6/eli5_why_do_galaxies_look_like_they_spread_out_in/?utm_source=share&utm_medium=mweb

Top URLs in Tweet in G8:
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://docs.google.com/document/d/1_14mt5LyFjWGzXXefV30pSawK7CWeTxHbbjWaF6-Nkc/edit
[1] https://www.mathforamerica.org/model/impact/teaching-science-behind-covid-19-vaccines-creating-ripple-effect-beyond-classroom

Top URLs in Tweet in G9:
[1] https://go2scienceblog.weebly.com/blog/wonderful-words?utm_content=bufferbafdc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[1] https://twitter.com/ClimateActionED/status/1420097303944253441

Top Domains
Top Domains in Tweet in Entire Graph:
[35] twitter.com
[14] dyslexiakit.net
[8] google.com
[6] braintasticscience.com
[5] celebratepicturebooks.com
[4] theconversation.com
[3] youtube.com
[3] nap.edu
[3] storycollider.org
[3] xientifica.com

Top Domains in Tweet in G1:
[4] twitter.com
[3] nap.edu
[1] ow.ly
[1] youtube.com
[1] nationalacademies.org
[1] ngsnavigators.com

Top Domains in Tweet in G2:
[5] celebratepicturebooks.com

Top Domains in Tweet in G3:
[3] twitter.com
[2] google.com
[1] bit.ly

Top Domains in Tweet in G4:
[2] twitter.com
[1] org.uk
[1] potomacriver.org
[1] whizzpopbang.com
[1] stpetecatalyst.com
[1] sciencedaily.com
[1] nejm.org
[1] schoolyardfilms.org
[1] org.au
[1] fedora-project.eu

Top Domains in Tweet in G5:
[3] twitter.com
[3] storycollider.org

Top Domains in Tweet in G6:
[4] twitter.com
[1] apple.com

Top Domains in Tweet in G7:
[3] xientifica.com
[2] twitter.com
[2] cbsnews.com
[1] reddit.com

Top Domains in Tweet in G8:
[4] theconversation.com
[3] google.com
[1] mathforamerica.org

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[190] scienceed
[54] stem
[36] backtoschool
[27] science
[19] scichat
[19] stemed
[18] edchat
[13] homeschooling
[13] family
[10] edutwitter



Top Hashtags in Tweet in G1:
[19] scienceed
[2] education
[2] stem
[2] stemed
[2] scied
[1] scienceeducation
[1] beyondthelecture
[1] science
[1] ngss

Top Hashtags in Tweet in G2:
[35] backtoschool
[6] scienceed
[5] askanarchaeologistday
[5] suethetrex
[5] dinosaur
[3] internationalowlawarenessday
[3] sharkweek
[2] homeschooling
[2] perseid
[1] bookaday

Top Hashtags in Tweet in G3:
[2] jcscience
[2] biology
[2] ucg
[2] nuig
[2] galway
[2] fantasticdnainabox
[1] publicengagement
[1] science
[1] volunteers
[1] maighcuilinnabú

Top Hashtags in Tweet in G4:
[28] scienceed
[6] stem
[5] science
[4] scichat
[2] bisdscience
[2] edchat
[2] scienceteacher
[2] stemed
[2] iteachscience
[2] education

Top Hashtags in Tweet in G5:
[11] scienceed
[6] scicomm
[6] chemed
[5] science
[5] scienceedu
[5] chemistry
[5] edtech
[5] edutech
[5] edutwitter
[5] tosachat

Top Hashtags in Tweet in G6:
[6] scienceed
[4] datavisualization
[4] edchat
[2] sschat
[2] literacy
[2] appleeduchat
[1] journalism
[1] maths
[1] medialiteracy
[1] thatsgeography

Top Hashtags in Tweet in G7:
[9] scienceed
[4] space
[4] stem
[3] science
[3] fb
[2] xientifica
[1] eureka
[1] stemeducation
[1] archimedes
[1] childrensbooks

Top Hashtags in Tweet in G8:
[6] scienceed
[5] scichat
[4] science
[3] covid19
[3] vaccines
[2] disted
[1] mfaproud
[1] aussieed
[1] crookedscience
[1] cleanwater

Top Hashtags in Tweet in G9:
[7] paemst
[7] nbct
[7] edchat
[7] pblchat
[7] scienceed
[6] scichat
[6] stem
[5] elemchat
[5] homeschooling
[5] printables

Top Hashtags in Tweet in G10:
[2] scienceed
[2] global
[2] climatechange
[1] scienceforall
[1] sciencejobs
[1] scienceteachers
[1] denville
[1] education

Top Words
Top Words in Tweet in Entire Graph:
[206] science
[190] #scienceed
[75] students
[54] #stem
[44] day
[44] celebratepicbks
[39] more
[39] thinking
[37] scientific
[37] joanholub

Top Words in Tweet in G1:
[75] science
[41] students
[33] scientific
[33] those
[32] report
[32] thenasem
[31] thinking
[31] essential
[31] pursuing
[30] careers

Top Words in Tweet in G2:
[44] celebratepicbks
[37] joanholub
[36] shark
[36] lkellerbooks
[35] last
[35] day
[35] swimming
[35] toward
[35] #backtoschool
[35] enter

Top Words in Tweet in G3:
[14] edtechne
[14] congrats
[14] editors
[14] editor_ies
[14] gen
[14] ed
[14] drtonyhall
[14] esai_irl
[14] colleagues
[14] whose

Top Words in Tweet in G4:
[28] #scienceed
[6] #stem
[5] #science
[5] science
[5] year
[4] #scichat
[4] learn
[4] more
[3] planning
[3] learning

Top Words in Tweet in G5:
[23] science
[12] more
[11] #scienceed
[9] parvathijr2
[9] week
[9] seminar
[9] facilitating
[9] storytelling
[8] education
[8] help

Top Words in Tweet in G6:
[6] #scienceed
[5] great
[4] example
[4] #datavisualization
[4] need
[4] journalists
[4] scientists
[4] connect
[4] dots
[4] help

Top Words in Tweet in G7:
[9] #scienceed
[4] #space
[4] #stem
[3] xientifica
[3] #science
[3] #fb
[3] class
[3] novel
[3] science
[3] read

Top Words in Tweet in G8:
[6] lesson
[6] virtual
[6] #scienceed
[5] summer
[5] teaching
[5] science
[5] #scichat
[4] #science
[4] ecology4kids
[4] einstein

Top Words in Tweet in G9:
[7] #paemst
[7] #nbct
[7] #edchat
[7] #pblchat
[7] #scienceed
[6] #scichat
[6] #stem
[5] #elemchat
[5] #homeschooling
[5] #printables

Top Words in Tweet in G10:
[2] #scienceed
[2] happy
[2] join
[2] #global
[2] project
[2] valleyview
[2] hook
[2] 500
[2] actions
[2] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] joanholub,lkellerbooks
[35] last,day
[35] day,swimming
[35] swimming,toward
[35] toward,#backtoschool
[35] #backtoschool,enter
[35] enter,win
[35] win,shark
[35] shark,bookplate
[35] bookplate,signed

Top Word Pairs in Tweet in G1:
[31] scientific,thinking
[31] thinking,essential
[30] report,recommends
[30] recommends,actions
[29] essential,students
[29] students,those
[29] those,pursuing
[29] pursuing,science
[29] science,careers
[29] careers,report

Top Word Pairs in Tweet in G2:
[36] joanholub,lkellerbooks
[35] last,day
[35] day,swimming
[35] swimming,toward
[35] toward,#backtoschool
[35] #backtoschool,enter
[35] enter,win
[35] win,shark
[35] shark,bookplate
[35] bookplate,signed

Top Word Pairs in Tweet in G3:
[14] congrats,editors
[14] editors,editor_ies
[14] editor_ies,gen
[14] gen,ed
[14] ed,drtonyhall
[14] drtonyhall,esai_irl
[14] esai_irl,colleagues
[14] colleagues,whose
[14] whose,researchatnuig
[14] researchatnuig,features

Top Word Pairs in Tweet in G4:
[3] #scichat,#scienceed
[2] #scienceed,#bisdscience
[2] use,prizes

Top Word Pairs in Tweet in G5:
[9] facilitating,storytelling
[8] science,education
[8] sign,storycollider's
[7] differentiate,twins
[7] twins,science
[7] education,science
[7] science,communication
[7] communication,lend
[7] lend,voice
[7] voice,complete

Top Word Pairs in Tweet in G6:
[4] great,example
[4] example,#datavisualization
[4] #datavisualization,need
[4] need,journalists
[4] journalists,scientists
[4] scientists,connect
[4] connect,dots
[4] dots,help
[4] help,make
[4] make,sense

Top Word Pairs in Tweet in G7:
[4] #scienceed,#stem
[2] #space,#science
[2] #science,#scienceed
[2] #stem,#xientifica
[2] 50,gorgeous
[2] gorgeous,photos
[2] photos,outer
[2] outer,space
[2] space,cbsnews
[2] cbsnews,#scienceed

Top Word Pairs in Tweet in G8:
[4] einstein,'wrong'
[4] 'wrong',science
[4] science,teacher
[4] teacher,physicshigh
[4] physicshigh,gordeauz
[4] gordeauz,yours
[4] yours,truly
[3] mƒa,summer
[3] summer,reading
[3] reading,list

Top Word Pairs in Tweet in G9:
[7] #paemst,#nbct
[7] #nbct,#edchat
[7] #edchat,#pblchat
[6] #scienceed,#stem
[5] #elemchat,#scichat
[5] #stem,#homeschooling
[5] brooke_teller,nbctsue
[5] #scichat,#edtechchat
[5] #edtechchat,#scienceed
[4] #printables,#lessonplans

Top Word Pairs in Tweet in G10:
[2] happy,join
[2] join,#global
[2] #global,project
[2] project,valleyview
[2] valleyview,hook
[2] hook,500
[2] 500,actions
[2] actions,students
[2] students,tackle
[2] tackle,#climatechange

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@celebratepicbks
@joanholub
@lkellerbooks
@thenasem
@openscied
@edtechne
@editor_ies
@esai_irl
@researchatnuig
@parvathijr2

Top Mentioned in G1:
@thenasem
@openscied
@ngsnavigators
@sci_project
@fabiolagianotti
@nasem_dbasse
@mizteaches
@ngss_tweeps
@magda_skipper

Top Mentioned in G2:
@celebratepicbks
@joanholub
@lkellerbooks
@penguinrandom
@senickel
@abramskids
@annettewhipple
@reycraftbooks
@lauriekeller
@tonibuzzeo

Top Mentioned in G3:
@edtechne
@editor_ies
@esai_irl
@researchatnuig
@nuigalway
@skibbrowing
@gilesmeehan
@mikekav66
@maighcuilinn
@kieranmcc_ss

Top Mentioned in G5:
@parvathijr2
@storycollider
@drjohnodonoghue
@jakemillertech
@nisse_greenberg

Top Mentioned in G6:
@llacrosse
@cinehead
@nationaljea
@natgeoeducation
@pegkeiner
@jdeinhammer
@willcottjulie
@techclassrocks
@_ehughes_
@xpateducator

Top Mentioned in G7:
@cbsnews
@xientifica
@jgates513
@agittner
@davechurch_
@newmanphysics
@katesutton70
@sklchem
@drjoscience
@physicsjo

Top Mentioned in G8:
@ecology4kids
@physicshigh
@gordeauz
@simoncrook
@conv
@oaklodgewater
@mathforamerica
@nycschools
@conversationedu
@jordanpotrzeba

Top Mentioned in G9:
@brooke_teller
@nbctsue
@msoskil
@mrs_smoke
@margiebg
@drfurman
@jenjkesler
@hachen2nd
@go2science
@mdoenews

Top Mentioned in G10:
@valleyview
@valleyviewms
@denvilleschool
@climateactioned
@newjerseydoe
@anjeeorg
@vv_gogreen

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@pekkalooking
@alicekeeler
@cbsnews
@akamalaccas1
@askgerbil
@google
@paleophile
@hull_libraries
@almu_hs

Top Tweeters in G1:
@paleophile
@fluxcapdoodah
@xeno_lith
@sciencecat222
@dtcampbe
@thenasem
@tksciguy
@nasemtrb
@williamfranzell
@ngss_tweeps

Top Tweeters in G2:
@akamalaccas1
@sandrain2nd
@penguinrandom
@weisscenter
@tmlusby
@marylynnheller
@twosmartbunnies
@temporarywaffle
@abramskids
@spedteacheriam

Top Tweeters in G3:
@catherinecronin
@kieranmcc_ss
@michaelhogannui
@gilesmeehan
@nuigalway
@thegallowboob
@rowingireland
@dawn_galway
@cellexplorers
@edtechne

Top Tweeters in G4:
@mommyofpommies
@tbinnovates
@coachxcpayne
@whizzpopbangmag
@doctormanker
@potomaccommis
@aebaeder
@mslaurenberry
@sihalpin
@mrsa_sci

Top Tweeters in G5:
@askgerbil
@markj_ohnson
@wiringthebrain
@scicommbot
@b0tsci
@ichnologist
@jakemillertech
@scienceborealis
@jfcryan
@indiascipol

Top Tweeters in G6:
@klbeasley
@llacrosse
@cinehead
@ckklynen
@_ehughes_
@natgeoeducation
@techclassrocks
@willcottjulie
@jdeinhammer
@xpateducator

Top Tweeters in G7:
@cbsnews
@astropotamus
@imascientist
@needhaml56
@agittner
@jgates513
@physicsjo
@newmanphysics
@drjoscience
@katesutton70

Top Tweeters in G8:
@garym
@conversationedu
@praxismedhat
@wasimofnazareth
@nycschools
@simoncrook
@mathforamerica
@gordeauz
@jordanpotrzeba
@thisbikerreads

Top Tweeters in G9:
@msoskil
@drfurman
@mrs_smoke
@hachen2nd
@mdoenews
@margiebg
@jenjkesler
@go2science
@brooke_teller
@nbctsue

Top Tweeters in G10:
@jfsebastian146
@newjerseydoe
@climateactioned
@denvilleschool
@valleyviewms
@anjeeorg
@vv_gogreen
@valleyview