scienceed, Twitter, 6/19/2021 12:45:20 AM, 257229


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scienceed_2021-06-18_17-42-00.xlsx
scienceed_2021-06-18_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3q5WFRK
@vmcc_scienceed
@eduporium
@niamhedpsych
@ncse
@ravenscimaven
@ngss_tweeps
@troydsadler
@sspcentre
@go2science
@sbottasullivan

Top hashtags:
#scienceed
#earthday2021
#stem
#stemed
#edchat
#scichat
#science
#pblchat
#paemst

Description:
Description
The graph represents a network of 462 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, 19 June 2021 at 00:42 UTC.

The requested start date was Saturday, 19 June 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 77-day, 4-hour, 59-minute period from Thursday, 01 April 2021 at 14:02 UTC to Thursday, 17 June 2021 at 19:01 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 : 462
Unique Edges : 375
Edges With Duplicates : 676
Total Edges : 1051
Number of Edge Types : 5
Tweet : 124
Retweet : 230
MentionsInRetweet : 321
Replies to : 40
Mentions : 336
Self-Loops : 127
Reciprocated Vertex Pair Ratio : 0.0683918669131238
Reciprocated Edge Ratio : 0.1280276816609
Connected Components : 102
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 84
Maximum Edges in a Connected Component : 298
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.369244
Graph Density : 0.00271384436243438
Modularity : 0.519355
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 462 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, 19 June 2021 at 00:42 UTC.

The requested start date was Saturday, 19 June 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 77-day, 4-hour, 59-minute period from Thursday, 01 April 2021 at 14:02 UTC to Thursday, 17 June 2021 at 19:01 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:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[7] https://www.biologysimulations.com/post/what-is-genetic-drift
[5] http://www.dyslexiakit.net/homeschool-science-education/
[5] https://www.aera.net/
[3] https://edu.cospaces.io/HML-QVE
[2] https://www.psychnewsdaily.com/new-study-finds-most-adults-would-not-take-a-life-extension-pill-even-if-it-existed/
[2] https://twitter.com/Chealy_/status/1383765366539575302
[2] https://www.nationalgeographic.com/science/article/nasa-juno-spacecraft-to-tour-jupiter-amazing-moons
[2] http://www.go2science.com/
[2] https://go2scienceblog.weebly.com/blog/mission-namibia-supplemental-content?utm_content=buffer72aa4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[2] https://twitter.com/Chealy_/status/1383765366539575302
[1] https://twitter.com/gregharrisphd/status/1384122813838020617
[1] https://twitter.com/Dinnymac/status/1384759801272537091
[1] https://www.mdpi.com/2227-7102/11/6/286
[1] https://twitter.com/sarahlrcarroll/status/1404794960768032772
[1] https://twitter.com/sspcentre/status/1377539897154805760
[1] https://twitter.com/PresHeadford/status/1392860513051291650
[1] https://twitter.com/edtechne/status/1394636825235533825
[1] https://twitter.com/jimlenaghan/status/1384797550167920642
[1] https://www.cellexplorers.com/single-post/cell-explorers-has-been-funded-again-for-another-2-years

Top URLs in Tweet in G3:
[2] https://www.birds.cornell.edu/k12/virtual-educator-retreat/
[1] https://twitter.com/thekudosawards/status/1376811131029782531
[1] https://www.youtube.com/watch?v=WunQZ_FMWZM&feature=youtu.be

[1] https://twitter.com/pjobphd/status/1385725569111773186
[1] https://twitter.com/flybasedotorg/status/1384203264250372110
[1] https://www.inqits.com/
[1] https://www.sciencedaily.com/releases/2021/04/210427110657.htm
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dd9jd4WsQYaI&q=EgS4SO-bGOj6tIYGIhAV7PDPEwo3eKy30hZDdapkMgFy
[1] https://twitter.com/sotoned/status/1390587041000214528
[1] https://mailchi.mp/bbf0f2e440d4/4mzb2ivh36-8824235

Top URLs in Tweet in G4:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] http://www.dyslexiakit.net/homeschool-science-education/
[2] https://www.nationalgeographic.com/science/article/nasa-juno-spacecraft-to-tour-jupiter-amazing-moons
[2] http://www.go2science.com/
[2] https://go2scienceblog.weebly.com/blog/mission-namibia-supplemental-content?utm_content=buffer72aa4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://journeysinfilm.org/product/mars/
[1] https://twitter.com/NASAPersevere/status/1404829016121483268
[1] https://twitter.com/MrsMedhekar/status/1395059876234027008
[1] https://www.go2science.com/?utm_content=bufferba098&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://video.buffer.com/v/6068964e4b12476911681e24?utm_content=buffer5ecb0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[1] https://www.boredpanda.com/covid-vaccines-cards-lapipette-etienne/
[1] https://twitter.com/lapipettelabs/status/1370363919559237632

Top URLs in Tweet in G7:
[1] https://stemforall2021.videohall.com/presentations/2076
[1] https://twitter.com/reiserbrianj/status/1384987360752898048

Top URLs in Tweet in G8:
[5] https://www.aera.net/
[1] https://www.edweek.org/teaching-learning/science-teaching-and-learning-found-to-fall-off-in-pandemic/2021/04
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11191-021-00206-1

Top URLs in Tweet in G10:
[1] https://twitter.com/cenmag/status/1401930057296252933
[1] https://twitter.com/_breakinggood/status/1395616108510474245

Top Domains
Top Domains in Tweet in Entire Graph:
[36] twitter.com
[14] dyslexiakit.net
[9] biologysimulations.com
[8] youtube.com
[6] google.com
[5] aera.net
[4] cospaces.io
[4] coetail.com
[3] qualtrics.com
[3] go2science.com

Top Domains in Tweet in G1:
[14] twitter.com
[1] mdpi.com
[1] cellexplorers.com
[1] bit.ly
[1] buff.ly
[1] nuigalway.ie
[1] irishtimes.com
[1] tandfonline.com

Top Domains in Tweet in G3:
[7] twitter.com
[2] google.com
[2] cornell.edu
[1] youtube.com
[1] inqits.com
[1] sciencedaily.com
[1] mailchi.mp
[1] com.au
[1] ncbionetwork.org
[1] edu.au

Top Domains in Tweet in G4:
[14] dyslexiakit.net
[3] go2science.com
[2] twitter.com
[2] nationalgeographic.com
[2] weebly.com
[1] journeysinfilm.org
[1] buffer.com
[1] google.com
[1] youtube.com

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

Top Domains in Tweet in G7:
[1] videohall.com
[1] twitter.com

Top Domains in Tweet in G8:
[5] aera.net
[1] edweek.org
[1] springer.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[217] scienceed
[44] earthday2021
[43] stem
[29] stemed
[29] edchat
[25] scichat
[22] science
[16] pblchat
[15] paemst
[15] nbct



Top Hashtags in Tweet in G1:
[2] easterweekend
[2] phdsupervisors
[2] phd
[1] parahooks
[1] scienceinquiry
[1] classroomobservation
[1] designbasedresearch
[1] triggeredinterest
[1] maintainedinterest
[1] freeaccesstoall

Top Hashtags in Tweet in G2:
[43] earthday2021
[1] teachingclimatechange
[1] scienceteachers
[1] scienceed
[1] environment

Top Hashtags in Tweet in G3:
[40] scienceed
[7] stemed
[6] stem
[5] science
[4] scichat
[3] ngss
[3] teacherappreciation
[3] lpsteacher
[2] edutwitter
[2] teachereducation

Top Hashtags in Tweet in G4:
[24] scienceed
[23] stem
[15] paemst
[15] nbct
[15] edchat
[14] pblchat
[12] elearning
[12] elemchat
[12] scichat
[9] homeschool

Top Hashtags in Tweet in G6:
[5] scienceed
[3] scicomm
[2] streamecologist
[2] aquaticentomologist
[2] edchatnz
[1] scied
[1] science
[1] blackinscicomm
[1] blackinstem
[1] railproject

Top Hashtags in Tweet in G7:
[11] scienceed
[6] openscied
[2] astbookchat
[2] drivingquestionboards
[2] scienceskills
[1] nsta
[1] professionaldevelopment
[1] stemvideohall
[1] pln
[1] prideandexcellence

Top Hashtags in Tweet in G8:
[9] scienceed
[5] aera21
[5] educationalresearch
[5] equity
[4] latinx
[3] covid19
[1] k12education

Top Hashtags in Tweet in G9:
[3] outdoorlausd
[3] stem
[3] scienceed
[1] losangeles

Top Hashtags in Tweet in G10:
[4] chemed
[4] scienceed
[1] opensource

Top Words
Top Words in Tweet in Entire Graph:
[217] #scienceed
[134] science
[76] students
[64] education
[62] week
[56] share
[46] happy
[45] national
[44] #earthday2021
[43] #stem

Top Words in Tweet in G1:
[30] delighted
[29] vmcc_scienceed
[25] niamhedpsych
[24] ireland
[24] open
[22] during
[21] see
[21] output
[21] schooling
[21] home

Top Words in Tweet in G2:
[43] happy
[43] #earthday2021
[43] week
[43] happily
[43] partnered
[43] national
[43] center
[43] science
[43] education
[43] ncse

Top Words in Tweet in G3:
[40] #scienceed
[13] science
[11] students
[7] week
[7] teachers
[7] #stemed
[6] learning
[6] #stem
[6] mrs
[5] #science

Top Words in Tweet in G4:
[28] science
[24] #scienceed
[23] #stem
[17] homeschool
[15] #paemst
[15] #nbct
[15] #edchat
[14] #pblchat
[12] education
[12] #elearning

Top Words in Tweet in G5:
[2] ty
[2] following
[2] darrylfillier
[2] dsbngifteded
[2] educatormuller
[2] tch4lifekg
[2] wprodriguesbr
[2] eduk8mslaughter
[2] undercoverteac3

Top Words in Tweet in G6:
[9] threw
[9] together
[9] lil
[9] graphic
[9] last
[9] night
[9] represent
[9] inherent
[9] connections
[9] sometimes

Top Words in Tweet in G7:
[11] #scienceed
[7] ngss_tweeps
[6] informal
[6] sci
[6] research
[6] openscied
[6] #openscied
[5] science
[5] tchrs
[5] curric

Top Words in Tweet in G8:
[9] #scienceed
[8] aera_edresearch
[8] presentations
[5] oregonstate
[5] april
[5] #aera21
[5] #educationalresearch
[5] #equity
[4] science
[4] #latinx

Top Words in Tweet in G9:
[10] btbla
[8] mt
[7] campskyhook
[7] eco
[6] grateful
[6] verizon
[6] equipping
[6] vans
[6] ipads
[6] help

Top Words in Tweet in G10:
[7] genevieve_echo
[6] thoroughly
[6] enjoying
[6] being
[6] small
[6] part
[6] mycetos
[6] project
[6] semester
[6] exciting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[58] science,education
[43] happy,#earthday2021
[43] #earthday2021,week
[43] week,happily
[43] happily,partnered
[43] partnered,national
[43] national,center
[43] center,science
[43] education,ncse
[43] ncse,share

Top Word Pairs in Tweet in G1:
[21] delighted,see
[21] see,output
[21] output,schooling
[21] schooling,home
[21] home,ireland
[21] ireland,during
[21] during,covid
[21] covid,19
[21] 19,study
[21] study,open

Top Word Pairs in Tweet in G2:
[43] happy,#earthday2021
[43] #earthday2021,week
[43] week,happily
[43] happily,partnered
[43] partnered,national
[43] national,center
[43] center,science
[43] science,education
[43] education,ncse
[43] ncse,share

Top Word Pairs in Tweet in G3:
[6] #stemed,#scienceed
[3] #science,#scienceed
[3] #scienceed,#scichat
[3] shoutout,mr
[3] school,week
[3] #teacherappreciation,#lpsteacher
[3] #lpsteacher,#stemed
[2] #scienceed,#teachereducation
[2] #stem,#scienceed
[2] #edtech,#scienceed

Top Word Pairs in Tweet in G4:
[16] homeschool,science
[15] #paemst,#nbct
[15] #nbct,#edchat
[14] #edchat,#pblchat
[13] #stem,#scienceed
[12] science,education
[12] #pblchat,#elearning
[12] #elemchat,#scichat
[11] #elearning,#elemchat
[9] possible,homeschool

Top Word Pairs in Tweet in G5:
[2] ty,following
[2] following,darrylfillier
[2] darrylfillier,dsbngifteded
[2] dsbngifteded,educatormuller
[2] educatormuller,tch4lifekg
[2] tch4lifekg,wprodriguesbr
[2] wprodriguesbr,eduk8mslaughter
[2] eduk8mslaughter,undercoverteac3

Top Word Pairs in Tweet in G6:
[9] threw,together
[9] together,lil
[9] lil,graphic
[9] graphic,last
[9] last,night
[9] night,represent
[9] represent,inherent
[9] inherent,connections
[9] connections,sometimes
[9] sometimes,consider

Top Word Pairs in Tweet in G7:
[5] science,tchrs
[5] tchrs,curric
[5] curric,designers
[5] designers,informal
[5] informal,sci
[5] sci,educators
[5] educators,role
[5] role,research
[5] research,practice
[4] ngss_tweeps,science

Top Word Pairs in Tweet in G8:
[5] presentations,april
[5] #aera21,aera_edresearch
[4] aera_edresearch,#educationalresearch
[4] #educationalresearch,#equity
[4] #equity,#latinx
[4] #latinx,#scienceed
[3] story,aera_edresearch
[3] aera_edresearch,presentations
[3] presentations,#scienceed
[3] #scienceed,#covid19

Top Word Pairs in Tweet in G9:
[7] campskyhook,eco
[7] btbla,mt
[6] grateful,verizon
[6] equipping,campskyhook
[6] eco,vans
[6] vans,ipads
[6] ipads,help
[6] help,students
[5] outdooredlausd,grateful
[4] mt,btbla

Top Word Pairs in Tweet in G10:
[6] thoroughly,enjoying
[6] enjoying,being
[6] being,small
[6] small,part
[6] part,mycetos
[6] mycetos,project
[6] project,semester
[6] semester,exciting
[5] genevieve_echo,thoroughly
[5] exciting,_breaki

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ncse
@ravenscimaven
@vmcc_scienceed
@niamhedpsych
@cellexplorers
@edtechne
@nuigalway
@murielgrenon
@gerryleadership
@stemteachtools

Top Mentioned in G1:
@vmcc_scienceed
@niamhedpsych
@cellexplorers
@edtechne
@nuigalway
@murielgrenon
@gerryleadership
@thegalwegian
@emerd13
@manuelaheinz

Top Mentioned in G2:
@ncse
@ravenscimaven

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

Top Mentioned in G5:
@darrylfillier
@dsbngifteded
@educatormuller
@tch4lifekg
@wprodriguesbr
@eduk8mslaughter
@undercoverteac3
@alisonisbossy
@misskalina1
@lawrenceacademy

Top Mentioned in G6:
@scienergetic
@helenhaine
@blackinscicomm
@blackinstemed
@mchammer
@keithpiccard
@allendalems
@nzsciencelearn
@siouxsiew

Top Mentioned in G7:
@ngss_tweeps
@openscied
@whittlescience
@tjscience
@sbottasullivan
@ctscience
@astbigideas

Top Mentioned in G8:
@aera_edresearch
@nsf
@laura_z1127
@pjfried
@troydsadler
@uncschoolofed
@ngss_tweeps
@mizzoultc
@dr_tevis

Top Mentioned in G9:
@campskyhook
@verizon
@btbla
@outdooredlausd
@laschools
@lacityparks
@kaj33

Top Mentioned in G10:
@genevieve_echo
@mycetos
@maria_denk
@_breakinggood

Top Tweeters
Top Tweeters in Entire Graph:
@diapermakeovers
@fabriciosx
@avocalistsrival
@thesydneya
@godfrey_g_
@dazilmz
@daniellegembala
@education_24x7
@thenextweb
@opensource_orgs

Top Tweeters in G1:
@iainmacl
@reelresearch
@soconfhaola
@qeios
@crankyoulwan
@cullenmarieg
@donenda
@galway2020
@simonharristd
@scienceirel

Top Tweeters in G2:
@avocalistsrival
@thesydneya
@dazilmz
@daniellegembala
@normsworld
@_dyasiaaaa
@mot427
@21_7_b
@kceegee3
@techrob53

Top Tweeters in G3:
@janellewilson
@anardozi
@english_maven
@idbdeb
@sgprilliman
@scootle
@tarvinprimary
@k12_lab
@shanilv
@letterspresci

Top Tweeters in G4:
@godfrey_g_
@stem_ai
@natgeo
@indiejenfischer
@mrdearybury
@msoskil
@drfurman
@grahamyvonna
@mrs_smoke
@hachen2nd

Top Tweeters in G5:
@eduporium
@alisonisbossy
@lawrenceacademy
@kecyrus
@undercoverteac3
@kbtechie
@wprodriguesbr
@ghagengates
@darrylfillier
@eduk8mslaughter

Top Tweeters in G6:
@mchammer
@scicommbot
@b0tsci
@siouxsiew
@nzsciencelearn
@_prasinus_
@keithpiccard
@tykee_james
@scienergetic
@helenhaine

Top Tweeters in G7:
@xeno_lith
@bdevore
@ngss_tweeps
@achosinfo
@tjscience
@physicsnico
@frizzlerichard
@sbottasullivan
@ctscience
@openscied

Top Tweeters in G8:
@nsf
@oregonstate
@aera_edresearch
@osu_education
@uncschoolofed
@troydsadler
@dr_tevis
@mizzoultc
@pjfried
@eric_a_kirk_

Top Tweeters in G9:
@lamproce
@verizon
@laschools
@btbla
@lacityparks
@kaj33
@ericgurna
@belindajackexpo
@outdooredlausd
@campskyhook

Top Tweeters in G10:
@opensource_orgs
@scibot6
@all_isee
@chemistryed
@mattoddchem
@maria_denk
@mahholoza__m
@genevieve_echo
@_breakinggood
@mycetos


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