scienceed, Twitter, 9/19/2020 12:37:23 AM, 235439


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scienceed_2020-09-18_17-33-00.xlsx
scienceed_2020-09-18_17-33-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2020
Short Description:
scienceed via NodeXL https://bit.ly/2FHSed1
@scifri
@doc_b_brown
@stem_ai
@clandelstem
@ctskeeley
@lenoramcrabtree
@vmcc_scienceed
@jste1924
@gastromonica
@tamiplein

Top hashtags:
#scienceed
#stem
#science
#stemed
#ngss
#scienceteacher
#onlinelearning
#stemeducation

Description:
Description
The graph represents a network of 419 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 September 2020 at 00:33 UTC.

The requested start date was Saturday, 19 September 2020 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 79-day, 6-hour, 2-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 18 September 2020 at 22:06 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 : 419
Unique Edges : 318
Edges With Duplicates : 506
Total Edges : 824
Number of Edge Types : 5
Retweet : 207
MentionsInRetweet : 318
Tweet : 134
Mentions : 154
Replies to : 11
Self-Loops : 134
Reciprocated Vertex Pair Ratio : 0.045766590389016
Reciprocated Edge Ratio : 0.087527352297593
Connected Components : 92
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 131
Maximum Edges in a Connected Component : 338
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.712266
Graph Density : 0.00260931130168663
Modularity : 0.546132
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 419 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 September 2020 at 00:33 UTC.

The requested start date was Saturday, 19 September 2020 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 79-day, 6-hour, 2-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 18 September 2020 at 22:06 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:
[4] https://www.tandfonline.com/toc/hedp20/55/3?cookieSet=1
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[3] https://twitter.com/cleapss/status/1292765691418992641
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[2] 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
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://twitter.com/wooksteroo/status/1278810706893254657

Top URLs in Tweet in G1:
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[1] https://www.iopconferences.org/iop/frontend/reg/thome.csp?pageID=983793&eventID=1565
[1] https://pedagoggles.wordpress.com/2020/09/16/old-dog-new-tricks/
[1] https://twitter.com/IrishTimes/status/1304150032770187264
[1] https://www.surveymonkey.com/r/surveyschoolingathome
[1] https://twitter.com/JackHoJo/status/1288360220213874689
[1] https://twitter.com/womensgpa/status/1303058828532080643
[1] https://www.tandfonline.com/doi/full/10.1080/23257962.2020.1758048
[1] https://www.irishtimes.com/life-and-style/people/aoibhinn-n%C3%AD-sh%C3%BAilleabh%C3%A1in-two-years-of-harassment-at-ucd-1.4346015

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=fQivMID9_Pg

[1] https://twitter.com/stanforded/status/1279822419532922880
[1] https://twitter.com/vicariouslee/status/1282546956020006912
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.edutopia.org/article/2-simple-ways-improve-online-instruction
[1] https://twitter.com/jste1924/status/1286743936942387206

Top URLs in Tweet in G3:
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[1] http://saharalameh.com
[1] https://www.ncbionetwork.org/educational-resources/videos/zombie-college-5-rules-lab-safety?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://www.youtube.com/watch?v=6OPJnO9W_rQ

[1] https://www.youtube.com/watch?v=Lgkfy-iPxDU

[1] https://www.youtube.com/watch?v=l5fGMJhD0qE

[1] https://www.youtube.com/watch?v=V8ndAyxkxtA

[1] https://www.youtube.com/watch?v=gVebPEYiq2o

[1] https://www.teachersuperstore.com.au/subject/science/chemistry/
[1] https://www.teachersuperstore.com.au/how-to-save-the-whole-stinkin-planet

Top URLs in Tweet in G4:
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.sciencefriday.com/educational-resources/how-fireworks-get-their-colors/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G5:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G6:
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://www.tandfonline.com/doi/abs/10.1080/09500693.2020.1783718?cookieSet=1

Top URLs in Tweet in G7:
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://twitter.com/Katayune/status/1288434537626767361
[1] https://www.uncoveringstudentideas.org
[1] https://www.uncoveringstudentideas.org/resources/3dimensions

Top URLs in Tweet in G8:
[3] https://twitter.com/cleapss/status/1292765691418992641
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[1] https://www.rte.ie/news/2020/0911/1164575-cao-analysis/
[1] https://twitter.com/carcher_pd/status/1280577995611275264
[1] https://twitter.com/irishsciteach/status/1300008347551379457
[1] https://twitter.com/majelladempsey/status/1301835121063014402
[1] https://twitter.com/IamCitSci/status/1303506223124353024
[1] https://www.scidev.net/global/migration/editorials/mitigating-the-brain-drain-is-a-moral-necessity.html
[1] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283

Top URLs in Tweet in G9:
[1] https://app.newsomatic.net/2020/9/1/the-continent-without-coronavirus?language=English&reading-level=5-6&t=d0ba6d2b-0dc5-4296-8bfe-2f49c180c518
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=6FUaoRgpxYs&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[42] twitter.com
[16] helpteaching.com
[12] tandfonline.com
[11] youtube.com
[4] com.au
[4] globaleducationtimes.org
[4] sciencefriday.com
[3] facebook.com
[2] org.au
[2] coetail.com

Top Domains in Tweet in G1:
[6] twitter.com
[3] tandfonline.com
[1] iopconferences.org
[1] wordpress.com
[1] surveymonkey.com
[1] irishtimes.com

Top Domains in Tweet in G2:
[4] twitter.com
[1] youtube.com
[1] edutopia.org

Top Domains in Tweet in G3:
[5] youtube.com
[2] facebook.com
[2] com.au
[2] twitter.com
[1] saharalameh.com
[1] ncbionetwork.org
[1] givepulse.com
[1] org.au
[1] adamequipment.com
[1] chronicle.com

Top Domains in Tweet in G4:
[4] sciencefriday.com

Top Domains in Tweet in G5:
[1] twitter.com

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

Top Domains in Tweet in G7:
[2] twitter.com
[2] uncoveringstudentideas.org

Top Domains in Tweet in G8:
[9] twitter.com
[1] rte.ie
[1] scidev.net
[1] teacherspayteachers.com

Top Domains in Tweet in G9:
[1] newsomatic.net
[1] twitter.com
[1] org.au

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[210] scienceed
[44] stem
[35] science
[20] stemed
[18] ngss
[18] scienceteacher
[17] onlinelearning
[16] stemeducation
[15] onlinelesson
[13] education



Top Hashtags in Tweet in G1:
[1] hechatie
[1] frontiersofphysicsconference2020
[1] asechat
[1] numeracyforall
[1] wearamask
[1] covid19ireland

Top Hashtags in Tweet in G2:
[12] scienceed
[8] ngss
[4] urbaned
[3] stem
[3] nycnearpod
[3] earthscience
[2] nsta
[1] stemeducation
[1] ngsschat
[1] stemed

Top Hashtags in Tweet in G3:
[38] scienceed
[7] science
[5] education
[4] meded
[4] students
[3] stemeducation
[3] stem
[3] scicomm
[3] research
[3] sciencematters

Top Hashtags in Tweet in G4:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G5:
[7] scienceed

Top Hashtags in Tweet in G6:
[4] scienceed
[2] ngss
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

Top Hashtags in Tweet in G7:
[6] nsta
[6] nsta20
[6] scienceed
[5] ngss
[4] scied
[2] stem
[2] formative
[1] sciencects
[1] stem20
[1] nstastem20

Top Hashtags in Tweet in G8:
[17] scienceed
[9] edchatie
[4] chemed
[4] citizenscience
[4] citsci2020
[2] citsci
[2] blacklivesmatter
[2] blackintheivory
[2] ukedchat
[2] aussieed

Top Hashtags in Tweet in G9:
[7] scienceed
[6] students
[5] stem
[4] maths
[3] science
[2] stemeducation
[1] summer
[1] teachers
[1] education
[1] coronavirus

Top Hashtags in Tweet in G10:
[4] crosscuttingconcepts
[4] stem20
[1] scienceed

Top Words
Top Words in Tweet in Entire Graph:
[210] #scienceed
[128] science
[48] more
[44] #stem
[35] #science
[34] learn
[31] students
[30] scifri
[29] doc_b_brown
[28] resources

Top Words in Tweet in G1:
[6] done
[6] covid
[5] see
[5] another
[5] mask
[4] today
[4] years
[4] thanks
[4] development
[4] over

Top Words in Tweet in G2:
[26] doc_b_brown
[18] thanks
[15] more
[13] jste1924
[13] allowing
[13] publish
[13] convinced
[13] potential
[13] value
[13] added

Top Words in Tweet in G3:
[38] #scienceed
[9] science
[7] #science
[6] learning
[6] great
[6] ice
[5] #education
[4] time
[4] video
[4] education

Top Words in Tweet in G4:
[28] scifri
[19] science
[18] friday
[17] institute
[16] summer
[13] educators
[13] watched
[13] fireworks
[13] show
[13] wondered

Top Words in Tweet in G5:
[7] #scienceed
[6] attn
[6] peeps
[6] spread
[6] word
[6] apply
[6] bpenuel
[6] jbintzbscs
[6] abeslo
[6] sarahopenscied

Top Words in Tweet in G6:
[4] #scienceed
[4] laura_z1127
[2] troydsadler
[2] #ngss
[2] pjfried
[2] likescied
[2] sharonjlynch
[2] uncresearch
[2] mizzoueducation
[2] bioteachk

Top Words in Tweet in G7:
[23] ctskeeley
[23] resources
[20] site
[19] web
[18] ideas
[13] uncovering
[13] student
[13] science
[13] look
[13] soon

Top Words in Tweet in G8:
[17] #scienceed
[11] science
[9] drjohnodonoghue
[9] #edchatie
[8] deis
[6] useful
[5] teachers
[5] very
[5] poll
[5] respond

Top Words in Tweet in G9:
[7] #scienceed
[6] today's
[6] #students
[5] #stem
[4] news
[4] matic
[4] learn
[4] science_academy
[4] inviting
[4] cameras

Top Words in Tweet in G10:
[4] watch
[4] prof_mlubkowitz
[4] explore
[4] relationship
[4] between
[4] #crosscuttingconcepts
[4] children's
[4] books
[4] #stem20
[3] vbangjensen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20] web,site
[18] doc_b_brown,thanks
[18] science,friday
[16] friday,summer
[16] summer,institute
[15] thanks,jste1924
[15] jste1924,allowing
[15] allowing,publish
[15] publish,more
[15] more,convinced

Top Word Pairs in Tweet in G1:
[4] well,done
[3] sexual,harassment
[2] today,best
[2] best,heart
[2] heart,dissection
[2] dissection,lesson
[2] lesson,ve
[2] ve,done
[2] done,15
[2] 15,years

Top Word Pairs in Tweet in G2:
[15] doc_b_brown,thanks
[13] thanks,jste1924
[13] jste1924,allowing
[13] allowing,publish
[13] publish,more
[13] more,convinced
[13] convinced,potential
[13] potential,value
[13] value,added
[12] added,techn

Top Word Pairs in Tweet in G3:
[3] #scicomm,#research
[3] #research,#sciencematters
[3] #sciencematters,#science
[3] #science,#researcher
[3] #researcher,#edutwitter
[3] #edutwitter,#education
[3] #education,#philosophy
[3] #philosophy,#university
[3] #university,#educationcannotwait
[3] #educationcannotwait,#educateyourself

Top Word Pairs in Tweet in G4:
[18] science,friday
[16] friday,summer
[16] summer,institute
[13] watched,fireworks
[13] fireworks,show
[13] show,wondered
[13] wondered,different
[13] different,colors
[13] colors,amazing
[13] amazing,reds

Top Word Pairs in Tweet in G5:
[6] attn,#scienceed
[6] #scienceed,peeps
[6] peeps,spread
[6] spread,word
[6] word,apply
[6] apply,bpenuel
[6] bpenuel,jbintzbscs
[6] jbintzbscs,abeslo
[6] abeslo,sarahopenscied
[6] sarahopenscied,shmoovyshmoov

Top Word Pairs in Tweet in G6:
[2] #scienceed,#ngss
[2] #ngss,pjfried
[2] pjfried,laura_z1127
[2] laura_z1127,likescied
[2] likescied,sharonjlynch
[2] sharonjlynch,uncresearch
[2] uncresearch,mizzoueducation
[2] mizzoueducation,bioteachk
[2] bioteachk,rhiannonmckee
[2] article,dr

Top Word Pairs in Tweet in G7:
[19] web,site
[13] uncovering,student
[13] student,ideas
[13] site,look
[10] ideas,science
[7] coming,soon
[7] soon,complete
[7] complete,overhaul
[7] overhaul,uncovering
[7] ideas,web

Top Word Pairs in Tweet in G8:
[5] #edchatie,#scienceed
[5] science,teachers
[5] very,useful
[5] respond,below
[5] below,friend
[4] serious,food
[4] food,thought
[4] thought,achievement
[4] achievement,gap
[4] gap,between

Top Word Pairs in Tweet in G9:
[4] news,matic
[4] science_academy,inviting
[4] inviting,#students
[4] #students,cameras
[4] cameras,ready
[4] ready,spot
[4] spot,#maths
[4] #maths,part
[4] part,sciencexart
[3] matic,uses

Top Word Pairs in Tweet in G10:
[4] watch,prof_mlubkowitz
[4] prof_mlubkowitz,explore
[4] explore,relationship
[4] relationship,between
[4] between,#crosscuttingconcepts
[4] #crosscuttingconcepts,children's
[4] children's,books
[4] books,#stem20
[3] vbangjensen,watch
[3] #stem20,#s

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@doc_b_brown
@scifri
@ctskeeley
@jste1924
@nearpod
@drjohnodonoghue
@pearsonprimary
@bpenuel
@jbintzbscs
@abeslo

Top Mentioned in G1:
@laurieryan2
@edtechne
@chatbiology
@scienceirel
@petertgallagher
@dr_niamh_shaw
@researchatnuig
@mrsjmasters
@drjohnodonoghue
@niamhlqb

Top Mentioned in G2:
@doc_b_brown
@jste1924
@nearpod
@pearsonprimary
@mrshartnett115
@msljflores
@pearsonpte
@ctskeeley
@nycschools

Top Mentioned in G4:
@scifri
@chienforstem
@quartokids

Top Mentioned in G5:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@ctskeeley
@tiffanyneill
@tamiplein

Top Mentioned in G6:
@laura_z1127
@troydsadler
@pjfried
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@mizzoultc

Top Mentioned in G7:
@ctskeeley
@jtugel

Top Mentioned in G8:
@drjohnodonoghue
@iamcitsci
@cleapss
@theslimevids
@brooksplanet2

Top Mentioned in G9:
@science_academy
@news_o_matic
@ahisa_national
@doc_b_brown
@gwr
@darciemanning19
@scifri
@jste1924

Top Mentioned in G10:
@prof_mlubkowitz
@vbangjensen
@heinemannpd
@heinemannpub
@krsciencelady
@mrmusselman
@kimrinehart22
@lgates_science

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@irishtimes
@protectingterra
@danzadanceorg
@academicchatter
@scalarhumanity
@scieducation1
@bot_africana
@ksbrooker
@_open_science_

Top Tweeters in G1:
@irishtimes
@newschambers
@iainmacl
@dr_niamh_shaw
@simonharristd
@ucddublin
@scienceirel
@aoibhinn_ni_s
@mrsjmasters
@cellexplorers

Top Tweeters in G2:
@drjlmooreiii
@brettashtonsj
@nearpod
@nycschools
@docchriswright
@jorgedoespbl
@kevnix
@pearsonprimary
@achosinfo
@mbraaten

Top Tweeters in G3:
@givepulseevents
@corsair_of_time
@jgates513
@sterlace
@brownellcassie
@svefoundation
@basfagproducts
@lesssummit
@adamequipment
@elan4kids

Top Tweeters in G4:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G5:
@bpenuel
@starrscience
@smithsonianscie
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem

Top Tweeters in G6:
@jefordnctoy
@carolinebrooks_
@mizzoueducation
@uncresearch
@mrsyav
@drchancewlewis
@bioteachk
@troydsadler
@sharonjlynch
@lenoramcrabtree

Top Tweeters in G7:
@sciencecook
@sciencecat222
@drloriandersen
@lex1science
@allnstem
@jodystillherbol
@ellistartara
@hoolie1julie
@ctscience
@ctskeeley

Top Tweeters in G8:
@epuujee
@coopsciscoop
@localecologist
@lessontoolbox
@thughes313
@cleapss
@citsci_geek
@drjohnodonoghue
@chemistryed
@mcmorrowtara

Top Tweeters in G9:
@stem_ai
@gwr
@science_academy
@news_o_matic
@indschoolsvic
@ahisa_national
@davidwrush
@plcsydney_reads
@darciemanning19

Top Tweeters in G10:
@heinemannpub
@krsciencelady
@heinemannpd
@mrmusselman
@lgates_science
@vbangjensen
@kimrinehart22
@prof_mlubkowitz


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