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scienceed_2020-08-14_17-50-56.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2020
Short Description:
scienceed via NodeXL https://bit.ly/3kOXsDp
@scifri
@stem_ai
@clandelstem
@doc_b_brown
@ctskeeley
@lenoramcrabtree
@jste1924
@tamiplein
@gastromonica
@troydsadler

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

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, 15 August 2020 at 00:51 UTC.

The requested start date was Saturday, 15 August 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 74-day, 6-hour, 54-minute period from Monday, 01 June 2020 at 01:20 UTC to Friday, 14 August 2020 at 08:15 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 : 553
Total Edges : 889
Number of Edge Types : 5
Retweet : 219
MentionsInRetweet : 347
Mentions : 185
Tweet : 119
Replies to : 19
Self-Loops : 123
Reciprocated Vertex Pair Ratio : 0.0705128205128205
Reciprocated Edge Ratio : 0.131736526946108
Connected Components : 74
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 136
Maximum Edges in a Connected Component : 352
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.869706
Graph Density : 0.00304688925378581
Modularity : 0.530852
NodeXL Version : 1.0.1.439
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, 15 August 2020 at 00:51 UTC.

The requested start date was Saturday, 15 August 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 74-day, 6-hour, 54-minute period from Monday, 01 June 2020 at 01:20 UTC to Friday, 14 August 2020 at 08:15 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] https://www.surveymonkey.com/r/surveyschoolingathome
[5] https://www.amightygirl.com/blog?p=30487&fbclid=IwAR0WJb5YAw1Go15VLtbsvbtHtcAXtWuVis6Hvbh5tOsq7mNsw2Q51QoGM_w&utm_content=buffer79bd4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[3] https://www.surveymonkey.com/r/scolaiochtsabhaile
[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://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://www.learntechlib.org/p/216903/
[2] https://www.washingtonpost.com/news/worldviews/wp/2015/02/18/5-countries-where-police-officers-do-not-carry-firearms-and-it-works-well/
[2] https://www.helpteaching.com/lessons/720/energy?utm_source=twitter.com&utm_medium=social&utm_campaign=energy-exists-all-around-us--in-various

Top URLs in Tweet in G1:
[9] https://www.surveymonkey.com/r/surveyschoolingathome
[3] https://www.surveymonkey.com/r/scolaiochtsabhaile
[2] https://www.learntechlib.org/p/216903/
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://www.washingtonpost.com/news/worldviews/wp/2015/02/18/5-countries-where-police-officers-do-not-carry-firearms-and-it-works-well/
[1] https://twitter.com/JackHoJo/status/1288360220213874689
[1] https://www.tandfonline.com/doi/full/10.1080/23257962.2020.1758048

Top URLs in Tweet in G2:
[1] https://twitter.com/jste1924/status/1286743936942387206
[1] https://twitter.com/WeAreTeachers/status/1275111842256478208
[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

Top URLs in Tweet in G3:
[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 G4:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G5:
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[2] https://www.helpteaching.com/lessons/720/energy?utm_source=twitter.com&utm_medium=social&utm_campaign=energy-exists-all-around-us--in-various
[2] https://www.helpteaching.com/lessons/423/earths-water?utm_source=twitter.com&utm_medium=social&utm_campaign=in-this-lesson--well-talk-about-the-ear
[1] https://www.punyamishra.com/wp-content/uploads/2017/03/ScienceEd-SocialJustice-iWonder3.pdf
[1] https://www.newscientist.com/article/mg24632862-300-exotic-fifth-state-of-matter-made-on-the-international-space-station/?utm_campaign=onesignal&utm_medium=alert&utm_source=editorial
[1] https://twitter.com/JCellBiol/status/1271424286989914112
[1] https://twitter.com/biologistimo/status/1273639741230133248?s=20
[1] https://twitter.com/kimberleymatt/status/1275855076419133440
[1] https://twitter.com/NABT_News/status/1276236049417633794
[1] http://saharalameh.com

Top URLs in Tweet in G6:
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://twitter.com/Katayune/status/1288434537626767361

Top URLs in Tweet in G7:
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top URLs in Tweet in G8:
[1] https://twitter.com/adammgrant/status/1271443081389322241
[1] https://twitter.com/nytimes/status/1273831646391869440

Top URLs in Tweet in G9:
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://www.tandfonline.com/doi/abs/10.1080/09500693.2020.1783718?cookieSet=1

Top Domains
Top Domains in Tweet in Entire Graph:
[36] twitter.com
[19] helpteaching.com
[12] surveymonkey.com
[10] youtube.com
[9] tandfonline.com
[5] amightygirl.com
[4] globaleducationtimes.org
[4] sciencefriday.com
[3] facebook.com
[2] learntechlib.org

Top Domains in Tweet in G1:
[12] surveymonkey.com
[3] tandfonline.com
[2] learntechlib.org
[2] washingtonpost.com
[1] twitter.com

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

Top Domains in Tweet in G3:
[4] sciencefriday.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[19] helpteaching.com
[4] twitter.com
[4] youtube.com
[2] facebook.com
[2] com.au
[1] punyamishra.com
[1] newscientist.com
[1] saharalameh.com
[1] ncbionetwork.org
[1] givepulse.com

Top Domains in Tweet in G6:
[2] twitter.com

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

Top Domains in Tweet in G8:
[2] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[205] scienceed
[54] stem
[30] science
[25] stemed
[20] onlinelearning
[18] scienceteacher
[18] ngss
[18] onlinelesson
[14] stemeducation
[12] edchat



Top Hashtags in Tweet in G1:
[2] iuadiged
[2] covid19
[2] schoolingathome
[1] hechatie
[1] imissireland
[1] wearamask
[1] covid19ireland

Top Hashtags in Tweet in G2:
[13] scienceed
[7] ngss
[4] urbaned
[3] nycnearpod
[3] earthscience
[2] stem
[2] nsta
[2] ngsschat
[1] stemed
[1] aste

Top Hashtags in Tweet in G3:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G4:
[7] scienceed

Top Hashtags in Tweet in G5:
[43] scienceed
[21] stem
[19] onlinelearning
[18] onlinelesson
[7] science
[6] edutwitter
[6] sciencetwitter
[4] scicomm
[4] stemeducation
[4] education

Top Hashtags in Tweet in G6:
[8] scienceed
[6] nsta
[4] nsta20
[3] ngss
[3] stem
[2] scied
[2] tsela
[2] stat
[2] cast2018
[2] stat2018

Top Hashtags in Tweet in G7:
[13] scienceed
[11] stem
[9] science
[6] scienceteacher
[6] students
[4] maths
[2] stemeducation
[2] steam
[2] ngss
[2] elemchat

Top Hashtags in Tweet in G8:
[10] socialstudies
[7] scienceed
[5] literature
[5] medialiteracy
[5] ela
[5] maths
[3] edchat
[1] highered
[1] sschat
[1] ngss

Top Hashtags in Tweet in G9:
[4] scienceed
[3] ngss

Top Hashtags in Tweet in G10:
[1] stem
[1] scienceed
[1] booklovers
[1] childrensbooks
[1] ksedchat

Top Words
Top Words in Tweet in Entire Graph:
[205] #scienceed
[106] science
[54] #stem
[43] more
[38] learning
[37] students
[31] learn
[30] #science
[30] online
[30] scifri

Top Words in Tweet in G1:
[27] edtechne
[11] vmcc_scienceed
[10] students
[10] survey
[8] covid
[8] parents
[8] voice
[8] heard
[8] schooling
[8] home

Top Words in Tweet in G2:
[23] doc_b_brown
[19] thanks
[16] more
[14] jste1924
[14] allowing
[14] publish
[14] convinced
[14] potential
[14] value
[14] added

Top Words in Tweet in G3:
[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 G4:
[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 G5:
[43] #scienceed
[21] #stem
[19] #onlinelearning
[18] lesson
[18] #onlinelesson
[17] learn
[10] online
[9] science
[7] #science
[7] energy

Top Words in Tweet in G6:
[21] ctskeeley
[12] ideas
[12] science
[11] stay
[11] resources
[10] part
[10] zoom
[10] sessions
[10] 12
[10] teachers

Top Words in Tweet in G7:
[13] #scienceed
[11] #stem
[9] #science
[6] #scienceteacher
[6] #students
[6] today's
[5] metacognition
[5] look
[5] lessons
[5] news

Top Words in Tweet in G8:
[10] #socialstudies
[8] cinehead
[7] #scienceed
[7] school
[5] apply
[5] schools
[5] #literature
[5] etc
[5] process
[5] district

Top Words in Tweet in G9:
[5] laura_z1127
[4] #scienceed
[3] #ngss
[3] pjfried
[3] likescied
[3] sharonjlynch
[3] uncresearch
[3] mizzoueducation
[3] bioteachk
[3] rhiannonmckee

Top Words in Tweet in G10:
[5] need
[5] children's
[5] book
[5] ideas
[5] teaching
[5] structure
[5] function
[5] animals
[5] 1st
[5] 2nd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] doc_b_brown,thanks
[18] science,friday
[17] #onlinelesson,#onlinelearning
[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:
[8] parents,students
[8] students,voice
[8] voice,heard
[8] heard,schooling
[8] schooling,home
[8] home,survey
[8] survey,co
[8] co,g6hb19mes3
[8] g6hb19mes3,edtechne
[7] edtechne,parents

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

Top Word Pairs in Tweet in G3:
[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 G4:
[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 G5:
[17] #onlinelesson,#onlinelearning
[11] #scienceed,#stem
[9] online,lesson
[7] #onlinelearning,#scienceed
[4] learn,more
[4] lesson,#onlinelesson
[4] #stem,#scienceed
[4] lesson,learn
[4] practice,questions
[4] questions,available

Top Word Pairs in Tweet in G6:
[10] part,zoom
[10] lamar,tx
[7] coming,soon
[7] soon,complete
[7] complete,overhaul
[7] overhaul,uncovering
[7] uncovering,student
[7] student,ideas
[7] ideas,web
[7] web,site

Top Word Pairs in Tweet in G7:
[5] metacognition,look
[5] look,#science
[5] #science,lessons
[5] lessons,#scienceed
[5] #scienceed,#scienceteacher
[5] #scienceteacher,#stem
[5] news,matic
[4] during,saturday
[4] saturday,adventures
[4] adventures,learning

Top Word Pairs in Tweet in G8:
[5] apply,schools
[5] schools,#literature
[5] #literature,#socialstudies
[5] #socialstudies,#scienceed
[5] #scienceed,etc
[5] etc,process
[5] process,school
[5] school,district
[5] another,reason
[5] reason,#medialiteracy

Top Word Pairs in Tweet in G9:
[3] #scienceed,#ngss
[3] #ngss,pjfried
[3] pjfried,laura_z1127
[3] laura_z1127,likescied
[3] likescied,sharonjlynch
[3] sharonjlynch,uncresearch
[3] uncresearch,mizzoueducation
[3] mizzoueducation,bioteachk
[3] bioteachk,rhiannonmckee
[2] article,dr

Top Word Pairs in Tweet in G10:
[5] need,children's
[5] children's,book
[5] book,ideas
[5] ideas,teaching
[5] teaching,structure
[5] structure,function
[5] function,animals
[5] animals,1st
[5] 1st,2nd
[5] 2nd,grade

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@doc_b_brown
@ctskeeley
@edtechne
@jste1924
@vmcc_scienceed
@cinehead
@flynndpaul
@researchatnuig
@nearpod

Top Mentioned in G1:
@edtechne
@vmcc_scienceed
@flynndpaul
@researchatnuig
@seanogratek
@thegalwegian
@emerd13
@niamhedpsych
@gerryleadership

Top Mentioned in G2:
@doc_b_brown
@jste1924
@nearpod
@msljflores
@ctskeeley
@drchancewlewis
@drbutler_uncc
@sonyiarich
@mrsyav
@jannasherman17

Top Mentioned in G3:
@scifri
@chienforstem
@quartokids

Top Mentioned in G4:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@ctskeeley
@tiffanyneill
@tamiplein

Top Mentioned in G5:
@elena_sf_ca

Top Mentioned in G6:
@ctskeeley
@txsciencestat
@corwinpress
@jtugel
@region4esc
@scimi_llc

Top Mentioned in G7:
@kispride
@science_academy
@ahisa_national
@news_o_matic
@gmetacognition
@robzook1
@doc_b_brown
@scifri
@jste1924
@gwr

Top Mentioned in G8:
@cinehead
@ilatoday
@ncte

Top Mentioned in G9:
@laura_z1127
@pjfried
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@troydsadler
@mizzoultc

Top Mentioned in G10:
@stacymcanulty
@mrsjankord
@janellest
@janellestigall
@olathelms
@olathespark
@wiggleworm7
@teachbleggett
@nsf

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@wwf
@coachweaver3
@danzadanceorg
@academicchatter
@scalarhumanity
@ncte
@scieducation1
@ksbrooker
@drjlmooreiii

Top Tweeters in G1:
@newschambers
@eoinyk
@iainmacl
@gardatraffic
@sharonlflynn
@nuigalway
@scienceirel
@cellexplorers
@hodgesc
@edtechne

Top Tweeters in G2:
@drjlmooreiii
@brettashtonsj
@nearpod
@jefordnctoy
@nycschools
@carolinebrooks_
@jorgedoespbl
@kevnix
@achosinfo
@mbraaten

Top Tweeters in G3:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G4:
@bpenuel
@starrscience
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem
@jbintzbscs

Top Tweeters in G5:
@givepulseevents
@elena_sf_ca
@kimberleymatt
@sciencenotdogma
@jgates513
@svefoundation
@basfagproducts
@helpteaching
@deathcab4callie
@letterspresci

Top Tweeters in G6:
@terri66987597
@corwinpress
@sciencecook
@sciencecat222
@drloriandersen
@allnstem
@region4esc
@txsciencestat
@hoolie1julie
@ctskeeley

Top Tweeters in G7:
@gwr
@stem_ai
@science_academy
@news_o_matic
@gmetacognition
@indschoolsvic
@ahisa_national
@mspragmatic2013
@kispride
@robzook1

Top Tweeters in G8:
@ncte
@wickeddecent
@cdreed
@adrianachavira
@ilatoday
@zajacslp
@cinehead
@j_iglar
@metaxas_ari
@adamdawk

Top Tweeters in G9:
@mizzoueducation
@uncresearch
@hholmegaard
@bioteachk
@troydsadler
@sharonjlynch
@mizzoultc
@pjfried
@rhiannonmckee
@likescied

Top Tweeters in G10:
@bangarangbooks
@nsf
@stacymcanulty
@janellestigall
@mrsjankord
@olathespark
@teachbleggett
@mr_alex_reviews
@wiggleworm7
@olathelms


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