scienceed, Twitter, 6/6/2020 1:27:07 AM, 228833


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scienceed_2020-06-05_17-50-33.xlsx
scienceed_2020-06-05_17-50-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 06, 2020
Short Description:
scienceed via NodeXL https://bit.ly/3gXm6jm
@troydsadler
@vmcc_scienceed
@schaubwrites
@nsta
@anyone4science
@jessechambers_
@stem_ai
@feu_scienceed
@emilyadawson
@robzook1

Top hashtags:
#scienceed
#feuscietalk
#ted1203
#edchat
#covid19
#stem
#sciencefromhome

Description:
Description
The graph represents a network of 570 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, 06 June 2020 at 00:51 UTC.

The requested start date was Saturday, 06 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 64-day, 22-hour, 59-minute period from Wednesday, 01 April 2020 at 03:57 UTC to Friday, 05 June 2020 at 02:57 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 : 570
Unique Edges : 401
Edges With Duplicates : 1147
Total Edges : 1548
Number of Edge Types : 5
MentionsInRetweet : 497
Mentions : 237
Retweet : 404
Tweet : 376
Replies to : 34
Self-Loops : 397
Reciprocated Vertex Pair Ratio : 0.053156146179402
Reciprocated Edge Ratio : 0.100946372239748
Connected Components : 101
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 86
Maximum Edges in a Connected Component : 501
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.82984
Graph Density : 0.00195479912434866
Modularity : 0.410991
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 570 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, 06 June 2020 at 00:51 UTC.

The requested start date was Saturday, 06 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 64-day, 22-hour, 59-minute period from Wednesday, 01 April 2020 at 03:57 UTC to Friday, 05 June 2020 at 02:57 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:
[7] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[7] https://www.cmrubinworld.com/school-to-career-program-breaks-the-cycle-of-poverty/
[5] https://ceci-scienceed.com/resultantverocity/
[4] https://ceci-scienceed.com/uniform-linear-motion/
[4] https://grants.nih.gov/grants/guide/notice-files/NOT-NS-20-062.html
[4] https://rmhcsd.org/wp-content/uploads/2020/04/Kids-Activity-Packet-Illumina-FInal.pdf
[4] https://www.hpsst.com/uploads/6/2/9/3/62931075/2020feboped.pdf
[3] https://www.michelleschaub.com/dream-big
[3] https://www.ddcoatings.co.uk/2343/what-is-differential-aeration-corrosion
[3] https://into.ai/blog/news-stories/data-science-is-getting-upgraded-with-passing-years-and-now-its-time-for/

Top URLs in Tweet in G1:
[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://twitter.com/mydoncaster/status/1247083713428631553
[1] https://twitter.com/tiernansandra/status/1253392656660602888
[1] https://twitter.com/yurgospolitis/status/1253311660623892481
[1] https://www.cancercarewest.ie/
[1] https://twitter.com/VMcC_ScienceEd/status/1261596159325417472
[1] https://www.youtube.com/watch?v=EbXCMrrQ1l8

[1] https://tiny.cc/ZoomBreakoutRoomsPres
[1] https://ncca.ie/en/junior-cycle/assessment-and-reporting/revised-arrangements-for-the-completion-of-classroom-based-assessments-cbas-for-the-cohort-of-students-2018-2021-current-second-years-entering-third-year-in-2020
[1] https://twitter.com/pdstie/status/1264932514428305408

Top URLs in Tweet in G2:
[1] https://jobportal.ku.dk/tenure-track/?show=151827
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://epiclearning.web.unc.edu/covid/
[1] http://blogs.edweek.org/teachers/teaching_now/2020/04/shifting_science_instruction_to_coronavirus_new_lessons.html
[1] https://www.nsf.gov/news/mmg/mmg_disp.jsp?med_id=186433

Top URLs in Tweet in G3:
[2] https://www.gmanetwork.com/news/news/nation/732440/philippines-eyes-mass-testing-of-suspected-covid-19-cases-starting-on-april-14/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://www.gmanetwork.com/news/lifestyle/food/732376/5-nutrition-tips-from-the-dost-fnri-to-keep-healthy-during-quarantine/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://www.gmanetwork.com/news/lifestyle/healthandwellness/731330/nutritionist-shares-what-to-eat-to-improve-your-immune-system-amid-covid-19-threat/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://www.gmanetwork.com/news/scitech/weather/737131/expect-warmer-days-ahead-says-pagasa/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://twitter.com/uposr/status/1245946653086863360
[2] https://medicalxpress.com/news/2020-04-covid-vaccine-candidate-peer-reviewed.html
[2] https://news.abs-cbn.com/life/04/08/20/covid-19-bayanihan-hotel-sa-albay-libreng-nagpapatuloy-ng-mga-health-worker
[2] https://news.abs-cbn.com/news/04/13/20/7-covid-19-survivors-donate-plasma-at-pgh-for-experimental-treatment
[2] https://news.abs-cbn.com/sports/04/16/20/facebook-steps-up-fight-against-virus-fakery
[2] https://news.abs-cbn.com/life/04/17/20/social-distancing-app-maze-helps-users-plan-errands

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=wUXtON00xNg&feature=youtu.be

[1] http://www.animalsofoz.com.au/online-experience/

Top URLs in Tweet in G5:
[5] https://ceci-scienceed.com/resultantverocity/
[4] https://ceci-scienceed.com/uniform-linear-motion/
[1] https://www.patreon.com/sarahstardust
[1] https://www.iowaagliteracy.org/tools-resources/other
[1] https://twitter.com/TheSpaceGal/status/1252309925759315968
[1] https://twitter.com/CyntShadyW/status/1252354710201200640
[1] https://www.atlasobscura.com/articles/atlas-obscura-for-parents-and-teachers
[1] https://www.instagram.com/p/B_kSVqSBS8v/?igshid=o4me1mm5oxqq
[1] https://www.explorelearning.com/index.cfm?method=cResource.dspView&ResourceID=1059
[1] https://www.explorelearning.com/index.cfm?method=cResource.dspDetail&resourceID=1085

Top URLs in Tweet in G6:
[6] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[3] https://www.michelleschaub.com/dream-big
[1] https://www.anitraroweschulte.com/blog/dreambig
[1] https://groggorg.blogspot.com/2020/04/interview-michelle-schaub-and-dream-big.html?showComment=1588201935211#c6250886909494935561

Top URLs in Tweet in G7:
[1] https://podcasts.apple.com/us/podcast/who-gave-you-permission-to-learn-s2-e10/id1455984465?i=1000475071580
[1] https://twitter.com/alfiekohn/status/1252948751079137280
[1] https://podcasts.apple.com/us/podcast/so-far-away-so-close-distance-learning-means-more-personalized/id1455984465?i=1000473753011
[1] https://podcasts.apple.com/us/podcast/change-the-narrative/id1455984465

Top URLs in Tweet in G9:
[1] https://www.middleweb.com/42951/reading-strategies-in-the-science-classroom/
[1] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[1] https://twitter.com/kispride/status/1206777157789241344
[1] https://twitter.com/BTeachbio/status/1252566554656587776

Top URLs in Tweet in G10:
[1] https://jcom.sissa.it/archive/19/02/JCOM_1902_2020_A02

Top Domains
Top Domains in Tweet in Entire Graph:
[93] twitter.com
[17] youtube.com
[13] abs-cbn.com
[9] helpteaching.com
[9] ceci-scienceed.com
[8] bit.ly
[8] gmanetwork.com
[8] fcld.ly
[7] cmrubinworld.com
[6] nih.gov

Top Domains in Tweet in G1:
[8] twitter.com
[2] washingtonpost.com
[1] cancercarewest.ie
[1] youtube.com
[1] tiny.cc
[1] ncca.ie
[1] teachingandlearning.ie
[1] irishtimes.com
[1] surveymonkey.com

Top Domains in Tweet in G2:
[1] ku.dk
[1] twitter.com
[1] unc.edu
[1] edweek.org
[1] nsf.gov

Top Domains in Tweet in G3:
[56] twitter.com
[13] abs-cbn.com
[8] gmanetwork.com
[8] bit.ly
[8] fcld.ly
[5] edu.ph
[4] inquirer.net
[3] facebook.com
[3] discovermagazine.com
[3] sciencenews.org

Top Domains in Tweet in G4:
[1] youtube.com
[1] com.au

Top Domains in Tweet in G5:
[9] ceci-scienceed.com
[9] helpteaching.com
[5] twitter.com
[2] explorelearning.com
[1] patreon.com
[1] iowaagliteracy.org
[1] atlasobscura.com
[1] instagram.com
[1] com.au
[1] sciencealert.com

Top Domains in Tweet in G6:
[6] youtube.com
[3] michelleschaub.com
[1] anitraroweschulte.com
[1] blogspot.com

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

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

Top Domains in Tweet in G10:
[1] sissa.it

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[260] scienceed
[115] feuscietalk
[84] ted1203
[80] edchat
[68] covid19
[65] stem
[34] sciencefromhome
[31] scicomm
[27] science
[24] scichat



Top Hashtags in Tweet in G1:
[2] nfseminar
[2] hecapd
[1] moycullen2croker
[1] lotto

Top Hashtags in Tweet in G2:
[39] scienceed
[6] unc
[3] highereducation
[2] ngss
[2] scienceeducation
[2] covid19
[1] scienceeducationreseach
[1] narst2020
[1] scienceidentity
[1] stemed

Top Hashtags in Tweet in G3:
[115] feuscietalk
[84] ted1203
[67] edchat
[63] covid19
[20] healthythursday
[19] tgifscience
[19] sciefacts
[14] specialeducation
[10] feuspeducators
[9] socialissuewednesday

Top Hashtags in Tweet in G4:
[30] sciencefromhome
[5] ubuffalo
[5] ubgse
[5] scienceed
[4] stemed
[3] stem
[2] scichat
[1] buffalo
[1] scicomm
[1] scied

Top Hashtags in Tweet in G5:
[42] scienceed
[15] stem
[9] science
[7] onlinelearning
[6] onlinelesson
[4] scienceteacher
[4] セシル先生の物理学教室
[4] 更新
[4] ブログ初心者
[4] ブログ

Top Hashtags in Tweet in G6:
[21] stem
[13] dreambiglittlescientists
[13] booklook2020
[13] picturebooks
[7] bedtime
[7] science
[6] bookweek2020athome
[5] scienceed
[3] astronomyday2020
[3] astronomy

Top Hashtags in Tweet in G7:
[13] scienceed
[6] podcast
[4] remotelearning
[4] distancelearning
[4] edchat
[1] podcasts
[1] podcastpd
[1] ngss
[1] pbl
[1] chnagethenarrative

Top Hashtags in Tweet in G9:
[13] stem
[12] scienceed
[11] ngss
[6] ngsschat
[5] mschat
[5] scichat
[5] ellchat
[5] educoach
[5] steam
[4] k12

Top Hashtags in Tweet in G10:
[16] scicomm
[16] scienceed
[16] informalsciencelearning
[16] inclusivescicomm

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[16] vmcc_scienceed
[10] day
[7] one
[6] over
[6] current
[5] great
[5] students
[5] share
[5] wanted
[4] imslimerick

Top Words in Tweet in G2:
[39] #scienceed
[31] troydsadler
[31] developed
[30] please
[29] check
[29] site
[29] shares
[29] instructional
[29] activities
[29] re

Top Words in Tweet in G3:
[115] #feuscietalk
[98] 19
[96] covid
[84] #ted1203
[67] #edchat
[63] #covid19
[50] cases
[46] april
[37] 2020
[33] sciekadas

Top Words in Tweet in G4:
[31] jessechambers_
[30] #sciencefromhome
[25] time
[25] eggsperiment
[25] using
[25] newton's
[25] 1st
[25] law
[25] chocolate
[25] eggs

Top Words in Tweet in G5:
[42] #scienceed
[15] #stem
[9] #science
[7] students
[7] #onlinelearning
[7] cecilscienceed
[7] lesson
[6] online
[6] ç
[6] #onlinelesson

Top Words in Tweet in G6:
[27] schaubwrites
[21] #stem
[18] dream
[18] big
[13] #dreambiglittlescientists
[13] #booklook2020
[13] #picturebooks
[12] encourage
[12] little
[12] scientist

Top Words in Tweet in G7:
[13] #scienceed
[8] cinehead
[6] teacher
[6] llacrosse
[6] #podcast
[6] school
[5] build
[5] recipe
[5] kids
[5] freedom

Top Words in Tweet in G9:
[13] #stem
[12] #scienceed
[11] #ngss
[9] kispride
[9] light
[8] science
[7] reading
[6] strategies
[6] #ngsschat
[6] robzook1

Top Words in Tweet in G10:
[16] slightly
[16] give
[16] sh
[16] #scicomm
[16] #scienceed
[16] #informalsciencelearning
[16] #inclusivescicomm
[16] read
[15] emilyadawson

Top Word Pairs
Top Word Pairs in Tweet in G2:
[4] please,check
[3] check,site
[3] site,shares
[2] shares,#scienceed
[2] #scienceed,instructional
[2] instructional,activities
[2] activities,re
[2] re,covid
[2] covid,19
[2] 19,co

Top Word Pairs in Tweet in G3:
[29] covid,19
[29] #ted1203,#edchat
[29] #feuscietalk,#ted1203
[29] total,number
[29] #feuscietalk,#healthythursday
[29] metro,manila
[29] 19,cases
[29] #healthythursday,#ted1203
[29] april,2020
[29] #feuscietalk,#tgifscience

Top Word Pairs in Tweet in G4:
[92] time,#sciencefromhome
[46] #sciencefromhome,eggsperiment
[42] eggsperiment,using
[25] using,newton's
[18] newton's,1st
[16] 1st,law
[15] law,chocolate
[15] chocolate,eggs
[15] eggs,use
[14] jessechambers_,time

Top Word Pairs in Tweet in G5:
[25] #scienceed,#stem
[25] #onlinelesson,#onlinelearning
[25] #science,#scienceed
[25] 合成速度は速度の足し算,#セシル先生の物理学教室
[25] #セシル先生の物理学教室,#更新
[25] #更新,#ブログ初心者
[25] #ブログ初心者,#ブログ
[25] online,lesson
[25] #stem,#scienceed
[24] hello,#dt

Top Word Pairs in Tweet in G6:
[8] dream,big
[6] encourage,little
[5] little,scientist
[4] scientist,dream
[4] big,#stem
[4] #stem,#picturebooks
[4] #picturebooks,#booklook2020
[4] #booklook2020,suefliess
[3] schaubwrites,encourage
[3] suefliess,charlesbr

Top Word Pairs in Tweet in G7:
[18] build,recipe
[12] recipe,kids
[12] kids,freedom
[12] middle,school
[12] school,#scienceed
[12] #scienceed,teacher
[12] teacher,llacrosse
[12] miss,#podcast
[11] #podcast,week
[11] week,talk

Top Word Pairs in Tweet in G8:

Top Word Pairs in Tweet in G9:
[] #ngss,#scienceed
[] reading,strategies
[] strategies,science
[] science,classroom
[] classroom,#mschat
[] #mschat,#scichat
[] #scichat,#ngsschat
[] #ngsschat,#ngss
[] #scienceed,#stem
[] #stem,#ellchat

Top Word Pairs in Tweet in G10:
[8] slightly,give
[6] give,sh
[5] sh,#scicomm
[5] #scicomm,#scienceed
[5] #scienceed,#informalsciencelearning
[5] #informalsciencelearning,#inclusivescicomm
[5] #inclusivescicomm,read
[5] emilyadawson,slightly

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@oaklandplanning
@feu_scienceed
@historyguy7292
@maighcuilinn
@nancywtech
@_paperika
@educationweek
@iolnetwork
@nindsfunding

Top Replied-To in G1:
@vmcc_scienceed
@maighcuilinn
@historyguy7292
@iolnetwork
@tereza_myt
@berniewhite33
@gardenngather
@jimlenaghan

Top Replied-To in G2:
@educationweek

Top Replied-To in G3:
@feu_scienceed
@_paperika

Top Replied-To in G7:
@nancywtech

Top Mentioned
Top Mentioned in Entire Graph:
@jessechambers_
@troydsadler
@schaubwrites
@earthshakerph
@emilyadawson
@dohgovph
@suefliess
@sciencemagazine
@charlesbr
@poonehsabouri

Top Mentioned in G1:
@vmcc_scienceed
@imslimerick
@escitweets
@ruthnibheolain
@brightclubirl
@pdstie
@teachingcouncil
@bccnsscience
@attenboroughsir
@blanaidwhitedcu

Top Mentioned in G2:
@troydsadler
@nsf
@uncschoolofed
@mizzoueducation
@koebenhavns_uni
@pjfried
@laura_z1127
@likescied
@sharonjlynch
@uncresearch

Top Mentioned in G3:
@earthshakerph
@dohgovph
@sciencemagazine
@gmanews
@abscbnnews
@feuspeducators
@feu_scienceed
@nicartubaldo_
@cnnphilippines
@afp

Top Mentioned in G4:
@jessechambers_
@ubgse
@ravenscimaven

Top Mentioned in G5:
@cecilscienceed
@philray62
@elena_sf_ca

Top Mentioned in G6:
@schaubwrites
@suefliess
@charlesbr
@writer_meyer
@charlesbridge
@alicepotter
@anitraschulte
@nsta
@naeyc
@albertwhitman

Top Mentioned in G7:
@cinehead
@llacrosse
@msprda_pisd
@cshawr10
@kimjregion10
@mrdearybury
@julnilsmith
@joelrgarza
@sarahdateechur
@tinapeji_21

Top Mentioned in G8:
@eloisaruiz1
@wicklowtownteam
@vmcc_scienceed
@weiss_cordula
@nsai_standards
@muinteoirgaenyc
@mrpricescience
@harryjchendriks
@conorjeivers
@ger_majesty

Top Mentioned in G9:
@kispride
@robzook1
@jerjacobsen250
@middleweb
@travispgriz
@larryferlazzo
@taracdale
@nsta
@teatimesci

Top Mentioned in G10:
@emilyadawson
@lindyorthia
@jessechambers_

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@abscbnnews
@ancalerts
@gmanews
@wwf
@into_ai
@philippinestar
@cnnphilippines
@lisahafey
@time

Top Tweeters in G1:
@eoinyk
@sharonlflynn
@debsnet
@donenda
@evanis
@teachingcouncil
@hargreavesbc
@susie_dent
@pdstie
@ultrajessamyn

Top Tweeters in G2:
@educationweek
@nsf
@dtcampbe
@beaglestana
@mizzoueducation
@uncresearch
@kathrynchval
@stephenburgin
@jeffgreeneunc
@caseyelrod13

Top Tweeters in G3:
@abscbnnews
@ancalerts
@gmanews
@philippinestar
@cnnphilippines
@time
@afp
@popsci
@joseph_morong
@discovermag

Top Tweeters in G4:
@lisahafey
@benjiw
@worldmeetsgirl
@scicommbot
@aly_sea
@glazgow
@timothy_newport
@labour_lives
@dannouveau
@mshepherd11

Top Tweeters in G5:
@elena_sf_ca
@docchriswright
@iowaagliteracy
@anjuliahooja
@philray62
@gmetacognition
@philmixter
@helpteaching
@mrsa_sci
@sbottasullivan

Top Tweeters in G6:
@cathm_johnson
@nadiaawriter
@annielynn215
@teresarobeson
@alicepotter
@bvgrover
@albertwhitman
@coreypbninja
@naeyc
@patriciatoht

Top Tweeters in G7:
@sarahdateechur
@mbfxc
@2footgiraffe
@julnilsmith
@michelle4edu
@mrdearybury
@meesterkurt
@askmsq
@llacrosse
@nancywtech

Top Tweeters in G8:
@lifetimelabcork
@nsai_standards
@weiss_cordula
@anyone4science
@wicklowtownteam
@ger_majesty
@glencullen_ns
@dublindeadzoo
@mrpricescience
@eloisaruiz1

Top Tweeters in G9:
@larryferlazzo
@jc_james_clark
@richardklee1
@stem_ai
@nsta
@middleweb
@teatimesci
@kispride
@robzook1
@timothyallen05

Top Tweeters in G10:
@erinmaochu
@sophiefern
@holkershaw
@emilyadawson
@scottishscicomm
@fiddlebrain
@thegreyskies
@lahooven
@edscicomm
@nathistgirl


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