scienceed, Twitter, 7/3/2021 12:48:23 AM, 258159


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scienceed_2021-07-02_17-42-00.xlsx
scienceed_2021-07-02_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 03, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3qV9sXL
@vmcc_scienceed
@eduporium
@niamhedpsych
@ngss_tweeps
@drjanewalsh
@stemteachtools
@troydsadler
@frizzlerichard
@ncse
@ravenscimaven

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

Description:
Description
The graph represents a network of 528 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, 03 July 2021 at 00:42 UTC.

The requested start date was Saturday, 03 July 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 91-day, 7-hour, 29-minute period from Thursday, 01 April 2021 at 14:02 UTC to Thursday, 01 July 2021 at 21:31 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 : 528
Unique Edges : 429
Edges With Duplicates : 765
Total Edges : 1194
Number of Edge Types : 5
Retweet : 264
MentionsInRetweet : 367
Tweet : 142
Mentions : 378
Replies to : 43
Self-Loops : 145
Reciprocated Vertex Pair Ratio : 0.0646203554119548
Reciprocated Edge Ratio : 0.121396054628225
Connected Components : 106
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 103
Maximum Edges in a Connected Component : 346
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.636895
Graph Density : 0.00236832269564717
Modularity : 0.519974
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 528 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, 03 July 2021 at 00:42 UTC.

The requested start date was Saturday, 03 July 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 91-day, 7-hour, 29-minute period from Thursday, 01 April 2021 at 14:02 UTC to Thursday, 01 July 2021 at 21:31 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:
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[8] http://stemteachingtools.org/brief/58
[7] https://www.biologysimulations.com/post/what-is-genetic-drift
[6] http://www.dyslexiakit.net/homeschool-science-education/
[5] https://www.aera.net/
[3] https://edu.cospaces.io/HML-QVE
[2] https://twitter.com/ElaineARoche/status/1406537632922939397
[2] https://mailchi.mp/eef30de9478d/research-school-of-education-spring2021
[2] https://twitter.com/Chealy_/status/1383765366539575302
[2] https://www.nationalgeographic.com/science/article/nasa-juno-spacecraft-to-tour-jupiter-amazing-moons

Top URLs in Tweet in G1:
[2] https://twitter.com/Chealy_/status/1383765366539575302
[2] https://mailchi.mp/eef30de9478d/research-school-of-education-spring2021
[2] https://twitter.com/ElaineARoche/status/1406537632922939397
[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/jimlenaghan/status/1384797550167920642
[1] https://twitter.com/Dinnymac/status/1384759801272537091
[1] https://twitter.com/PresHeadford/status/1392860513051291650
[1] https://twitter.com/edtechne/status/1394636825235533825

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.youtube.com/watch?v=d9jd4WsQYaI

[1] https://twitter.com/sotoned/status/1390587041000214528
[1] https://mailchi.mp/bbf0f2e440d4/4mzb2ivh36-8824235

Top URLs in Tweet in G4:
[8] http://stemteachingtools.org/brief/58
[1] http://stemteachingtools.org/brief/19
[1] https://stemforall2021.videohall.com/presentations/2076
[1] https://twitter.com/reiserbrianj/status/1384987360752898048

Top URLs in Tweet in G5:
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[6] http://www.dyslexiakit.net/homeschool-science-education/
[2] http://www.go2science.com/
[2] https://www.nationalgeographic.com/science/article/nasa-juno-spacecraft-to-tour-jupiter-amazing-moons
[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 G7:
[1] https://www.boredpanda.com/covid-vaccines-cards-lapipette-etienne/
[1] https://twitter.com/lapipettelabs/status/1370363919559237632

Top URLs in Tweet in G8:
[5] https://www.aera.net/
[1] http://stelar.edc.org/blogs/kavita-mittapalli/project-spotlight-teaching-equity-appalachia-mathematics-and-science
[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 G9:
[1] https://twitter.com/Miss_Khan868/status/1404910726876221446

Top Domains
Top Domains in Tweet in Entire Graph:
[41] twitter.com
[16] dyslexiakit.net
[10] youtube.com
[9] stemteachingtools.org
[9] biologysimulations.com
[5] google.com
[5] aera.net
[4] cospaces.io
[4] coetail.com
[3] mailchi.mp

Top Domains in Tweet in G1:
[16] twitter.com
[2] mailchi.mp
[1] mdpi.com
[1] bit.ly
[1] buff.ly
[1] nuigalway.ie
[1] irishtimes.com
[1] cellexplorers.com
[1] tandfonline.com
[1] showyourstripes.info

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

Top Domains in Tweet in G4:
[9] stemteachingtools.org
[1] videohall.com
[1] twitter.com

Top Domains in Tweet in G5:
[16] dyslexiakit.net
[3] go2science.com
[2] nationalgeographic.com
[2] twitter.com
[2] weebly.com
[1] journeysinfilm.org
[1] buffer.com
[1] google.com
[1] youtube.com

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[252] scienceed
[46] stem
[44] earthday2021
[34] stemed
[30] edchat
[26] scichat
[22] science
[17] pblchat
[16] ngss
[15] scied



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

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] stem
[7] stemed
[5] science
[4] scichat
[3] ngss
[3] teacherappreciation
[3] lpsteacher
[2] edutwitter
[2] teachereducation

Top Hashtags in Tweet in G4:
[13] scienceed
[9] scied
[9] ngss
[6] openscied
[2] astbookchat
[2] drivingquestionboards
[2] scienceskills
[1] culturallyresponsive
[1] stemed
[1] nsta

Top Hashtags in Tweet in G5:
[26] scienceed
[25] stem
[15] paemst
[15] nbct
[15] edchat
[14] pblchat
[12] elearning
[12] elemchat
[12] scichat
[10] homeschool

Top Hashtags in Tweet in G7:
[6] scienceed
[3] scicomm
[2] chemistry
[2] biology
[2] geoscience
[2] streamecologist
[2] aquaticentomologist
[2] edchatnz
[1] scied
[1] science

Top Hashtags in Tweet in G8:
[10] scienceed
[5] aera21
[5] educationalresearch
[5] equity
[4] latinx
[3] covid19
[1] ruralstemed
[1] teacherpreparation
[1] stemeducation
[1] appalachia

Top Hashtags in Tweet in G9:
[18] scienceed
[10] ks3
[2] ppg
[2] chatbiology
[2] baylab
[2] labcoatcompetition
[1] unsdgs
[1] connectingclassrooms
[1] globallearning
[1] metacognition

Top Hashtags in Tweet in G10:
[3] outdoorlausd
[3] stem
[3] scienceed
[1] losangeles

Top Words
Top Words in Tweet in Entire Graph:
[252] #scienceed
[144] science
[99] students
[69] education
[62] week
[59] share
[46] happy
[46] #stem
[45] national
[44] center

Top Words in Tweet in G1:
[32] delighted
[31] vmcc_scienceed
[27] ireland
[25] niamhedpsych
[24] see
[24] open
[23] access
[22] during
[21] output
[21] schooling

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
[15] science
[11] students
[7] week
[7] teachers
[7] #stem
[7] #stemed
[6] learning
[6] mrs
[5] #science

Top Words in Tweet in G4:
[20] investigations
[19] students
[16] stemteachtools
[13] #scienceed
[10] feel
[10] doing
[10] feeling
[10] ownership
[9] #scied
[9] #ngss

Top Words in Tweet in G5:
[32] science
[26] #scienceed
[25] #stem
[19] homeschool
[15] #paemst
[15] #nbct
[15] #edchat
[14] #pblchat
[13] education
[12] students

Top Words in Tweet in G6:
[2] ty
[2] following
[2] darrylfillier
[2] dsbngifteded
[2] educatormuller
[2] tch4lifekg
[2] wprodriguesbr
[2] eduk8mslaughter
[2] undercoverteac3

Top Words in Tweet in G7:
[9] scienergetic
[9] threw
[9] together
[9] lil
[9] graphic
[9] last
[9] night
[9] represent
[9] inherent
[9] connections

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

Top Words in Tweet in G9:
[18] #scienceed
[10] #ks3
[9] year
[7] balancing
[7] equations
[7] molymods
[7] make
[7] much
[7] easier
[7] chatchemistry

Top Words in Tweet in G10:
[10] btbla
[8] mt
[7] campskyhook
[7] eco
[6] grateful
[6] verizon
[6] equipping
[6] vans
[6] ipads
[6] help

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[61] 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:
[23] 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] #stem,#scienceed
[3] shoutout,mr
[3] school,week
[3] #teacherappreciation,#lpsteacher
[3] #lpsteacher,#stemed
[2] #scienceed,#teachereducation
[2] #edtech,#scienceed

Top Word Pairs in Tweet in G4:
[10] students,feel
[10] feel,investigations
[10] investigations,doing
[10] doing,investigations
[10] investigations,feeling
[10] feeling,ownership
[9] stemteachtools,students
[9] ownership,deep
[8] surface,interests
[8] interests,life

Top Word Pairs in Tweet in G5:
[18] homeschool,science
[15] #stem,#scienceed
[15] #paemst,#nbct
[15] #nbct,#edchat
[14] #edchat,#pblchat
[13] science,education
[12] #pblchat,#elearning
[12] #elemchat,#scichat
[11] #elearning,#elemchat
[10] #scienceed,#homeschool

Top Word Pairs in Tweet in G6:
[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 G7:
[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 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:
[10] #ks3,#scienceed
[7] balancing,equations
[7] equations,year
[7] year,molymods
[7] molymods,make
[7] make,much
[7] much,easier
[7] easier,chatchemistry
[7] chatchemistry,#ks3
[6] intoshms,balancing

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ncse
@ravenscimaven
@vmcc_scienceed
@cellexplorers
@niamhedpsych
@edtechne
@nuigalway
@stemteachtools
@murielgrenon
@gerryleadership

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:
@stemteachtools
@ngss_tweeps
@openscied
@whittlescience
@tjscience
@sbottasullivan
@ctscience
@astbigideas

Top Mentioned in G5:
@go2science
@msoskil
@mrs_smoke
@margiebg
@drfurman
@jenjkesler
@hachen2nd
@nbctsue
@grahamyvonna
@mdoenews

Top Mentioned in G6:
@darrylfillier
@dsbngifteded
@educatormuller
@tch4lifekg
@wprodriguesbr
@eduk8mslaughter
@undercoverteac3
@alisonisbossy
@misskalina1
@lawrenceacademy

Top Mentioned in G7:
@scienergetic
@helenhaine
@blackinscicomm
@blackinstemed
@mchammer
@keithpiccard
@allendalems
@nzsciencelearn
@siouxsiew

Top Mentioned in G8:
@aera_edresearch
@nsf
@laura_z1127
@pjfried
@troydsadler
@appstate_msec
@noyceprogram
@stelar_ctr
@edctweets
@uncschoolofed

Top Mentioned in G9:
@chatchemistry
@intoshms
@ukbayer
@bayerbaylabs
@pa_schools
@crestawards

Top Mentioned in G10:
@campskyhook
@verizon
@btbla
@outdooredlausd
@laschools
@lacityparks
@kaj33

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

Top Tweeters in G1:
@rtenews
@iainmacl
@reelresearch
@soconfhaola
@meteireann
@qeios
@crankyoulwan
@cullenmarieg
@donenda
@galway2020

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
@scootle
@tarvinprimary
@k12_lab
@shanilv
@letterspresci
@anchalmanocha

Top Tweeters in G4:
@xeno_lith
@philiplbell
@bdevore
@williamfranzell
@ngss_tweeps
@achosinfo
@tjscience
@physicsnico
@science_4_all
@frizzlerichard

Top Tweeters in G5:
@godfrey_g_
@stem_ai
@natgeo
@indiejenfischer
@mrdearybury
@msoskil
@drfurman
@grahamyvonna
@mrs_smoke
@hachen2nd

Top Tweeters in G6:
@eduporium
@alisonisbossy
@lawrenceacademy
@kecyrus
@undercoverteac3
@kbtechie
@wprodriguesbr
@ghagengates
@darrylfillier
@eduk8mslaughter

Top Tweeters in G7:
@mchammer
@scicommbot
@b0tsci
@siouxsiew
@nzsciencelearn
@_prasinus_
@keithpiccard
@tykee_james
@scienergetic
@belyeabrinn

Top Tweeters in G8:
@nsf
@oregonstate
@edctweets
@aera_edresearch
@kavitamna
@stelar_ctr
@osu_education
@uncschoolofed
@troydsadler
@noyceprogram

Top Tweeters in G9:
@adamboxer1
@tpositivetc
@mrsjmasters
@deanschultzchem
@crestawards
@sheryled94
@pa_schools
@intoshms
@ukbayer
@margare59987560

Top Tweeters in G10:
@lamproce
@verizon
@laschools
@btbla
@lacityparks
@kaj33
@ericgurna
@belindajackexpo
@outdooredlausd
@campskyhook


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