scienceed, Twitter, 7/25/2020 3:26:42 AM, 231077


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scienceed_2020-07-24_18-03-44.xlsx
scienceed_2020-07-24_18-03-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 25, 2020
Short Description:
scienceed via NodeXL https://bit.ly/3f6BdFf
@vmcc_scienceed
@stem_ai
@scifri
@troydsadler
@nsta
@clandelstem
@schaubwrites
@middleweb
@anyone4science
@drjohnodonoghue

Top hashtags:
#scienceed
#stem
#edchat
#science
#stemed
#feuscietalk
#ted1203
#covid19
#ngss

Description:
Description
The graph represents a network of 530 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, 25 July 2020 at 01:04 UTC.

The requested start date was Saturday, 25 July 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 83-day, 16-hour, 52-minute period from Friday, 01 May 2020 at 14:37 UTC to Friday, 24 July 2020 at 07:30 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 : 530
Unique Edges : 423
Edges With Duplicates : 754
Total Edges : 1177
Number of Edge Types : 5
Mentions : 258
Tweet : 199
Retweet : 285
MentionsInRetweet : 407
Replies to : 28
Self-Loops : 212
Reciprocated Vertex Pair Ratio : 0.0594227504244482
Reciprocated Edge Ratio : 0.112179487179487
Connected Components : 88
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 124
Maximum Edges in a Connected Component : 297
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.973249
Graph Density : 0.00222563041694903
Modularity : 0.513082
NodeXL Version : 1.0.1.438
Data Import : The graph represents a network of 530 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, 25 July 2020 at 01:04 UTC.

The requested start date was Saturday, 25 July 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 83-day, 16-hour, 52-minute period from Friday, 01 May 2020 at 14:37 UTC to Friday, 24 July 2020 at 07:30 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:
[8] https://www.surveymonkey.com/r/surveyschoolingathome
[7] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[5] https://www.amightygirl.com/blog?p=30487&fbclid=IwAR0WJb5YAw1Go15VLtbsvbtHtcAXtWuVis6Hvbh5tOsq7mNsw2Q51QoGM_w&utm_content=buffer79bd4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://ceci-scienceed.com/resultantverocity/
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[4] https://grants.nih.gov/grants/guide/notice-files/NOT-NS-20-062.html
[3] https://www.surveymonkey.com/r/scolaiochtsabhaile
[3] https://www.michelleschaub.com/dream-big
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://ceci-scienceed.com/uniform-linear-motion/

Top URLs in Tweet in G1:
[8] https://www.surveymonkey.com/r/surveyschoolingathome
[3] https://www.surveymonkey.com/r/scolaiochtsabhaile
[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/
[1] https://www.youtube.com/watch?v=EbXCMrrQ1l8

[1] https://tiny.cc/ZoomBreakoutRoomsPres
[1] https://www.cancercarewest.ie/
[1] https://twitter.com/VMcC_ScienceEd/status/1261596159325417472
[1] https://www.tandfonline.com/doi/full/10.1080/23257962.2020.1758048
[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

Top URLs in Tweet in G2:
[1] https://twitter.com/adammgrant/status/1271443081389322241
[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
[1] https://podcasts.apple.com/us/podcast/who-gave-you-permission-to-learn-s2-e10/id1455984465?i=1000475071580
[1] https://twitter.com/nytimes/status/1273831646391869440

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:
[5] https://ceci-scienceed.com/resultantverocity/
[3] https://ceci-scienceed.com/uniform-linear-motion/
[1] https://www.explorelearning.com/index.cfm?method=cResource.dspView&ResourceID=1059
[1] https://twitter.com/PhETsims/status/1258112686535000064
[1] https://www.biologysimulations.com/simulations
[1] https://apnews.com/30b35bfadcc9e827c81986e86ced4b15
[1] https://datagifmaker.withgoogle.com/editor/circles
[1] https://twitter.com/eckertleckert/status/1266142980705890304
[1] https://www.btci.org/k-12-programs/resources-for-science-at-home/
[1] https://www.punyamishra.com/wp-content/uploads/2017/03/ScienceEd-SocialJustice-iWonder3.pdf

Top URLs in Tweet in G5:
[2] https://ssec.si.edu/event/smithsonian-science-action-planning-institute
[1] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top URLs in Tweet in G6:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G7:
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://epiclearning.web.unc.edu/covid/
[1] https://www.tandfonline.com/doi/abs/10.1080/09500693.2020.1783718?cookieSet=1
[1] https://jobportal.ku.dk/tenure-track/?show=151827
[1] https://www.nsf.gov/news/mmg/mmg_disp.jsp?med_id=186433

Top URLs in Tweet in G9:
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[1] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283
[1] https://twitter.com/carcher_pd/status/1280577995611275264
[1] https://twitter.com/seerymk/status/1268601651910381568
[1] https://youtube.com/edvotekinc
[1] https://twitter.com/CollegeBoard/status/1262354010243248128
[1] https://www.youtube.com/watch?v=TTkGa3gDnBg&feature=youtu.be


Top URLs in Tweet in G10:
[6] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[3] https://www.michelleschaub.com/dream-big
[1] https://www.middleweb.com/42951/reading-strategies-in-the-science-classroom/
[1] https://groggorg.blogspot.com/2020/04/interview-michelle-schaub-and-dream-big.html?showComment=1588201935211#c6250886909494935561

Top Domains
Top Domains in Tweet in Entire Graph:
[35] twitter.com
[18] youtube.com
[17] helpteaching.com
[11] surveymonkey.com
[8] ceci-scienceed.com
[7] tandfonline.com
[6] nih.gov
[5] sciencefriday.com
[5] amightygirl.com
[4] globaleducationtimes.org

Top Domains in Tweet in G1:
[11] surveymonkey.com
[4] twitter.com
[2] learntechlib.org
[2] washingtonpost.com
[1] youtube.com
[1] tiny.cc
[1] cancercarewest.ie
[1] tandfonline.com
[1] ncca.ie
[1] reellifescience.com

Top Domains in Tweet in G2:
[3] apple.com
[2] twitter.com

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

Top Domains in Tweet in G4:
[17] helpteaching.com
[8] ceci-scienceed.com
[6] twitter.com
[4] youtube.com
[2] com.au
[1] explorelearning.com
[1] biologysimulations.com
[1] apnews.com
[1] withgoogle.com
[1] btci.org

Top Domains in Tweet in G5:
[2] si.edu
[1] youtube.com
[1] org.au

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

Top Domains in Tweet in G7:
[1] twitter.com
[1] unc.edu
[1] tandfonline.com
[1] ku.dk
[1] nsf.gov

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

Top Domains in Tweet in G10:
[6] youtube.com
[3] michelleschaub.com
[1] middleweb.com
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[258] scienceed
[71] stem
[46] edchat
[42] science
[31] stemed
[31] feuscietalk
[30] ted1203
[28] covid19
[22] ngss
[21] onlinelearning



Top Hashtags in Tweet in G1:
[2] iuadiged
[2] covid19
[2] schoolingathome
[1] hechatie
[1] moycullen2croker
[1] lotto
[1] imissireland
[1] wearamask
[1] covid19ireland

Top Hashtags in Tweet in G2:
[18] scienceed
[10] socialstudies
[6] podcast
[5] medialiteracy
[5] ela
[5] maths
[5] literature
[5] edchat
[4] remotelearning
[4] distancelearning

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:
[49] scienceed
[24] stem
[17] onlinelearning
[15] onlinelesson
[9] science
[9] edutwitter
[6] scicomm
[6] sciencetwitter
[4] セシル先生の物理学教室
[4] 更新

Top Hashtags in Tweet in G5:
[15] scienceed
[12] stem
[8] science
[6] students
[5] scienceteacher
[4] ngss
[4] maths
[4] leadership
[3] steam
[3] inquiry

Top Hashtags in Tweet in G6:
[7] scienceed

Top Hashtags in Tweet in G7:
[10] scienceed
[4] unc
[3] highereducation
[2] ngss
[2] covid19
[1] scienceidentity
[1] scienceeducation
[1] pandemic
[1] stem
[1] nced

Top Hashtags in Tweet in G9:
[19] scienceed
[11] stemed
[6] chemed
[6] biotechnology
[5] scienceteacher
[5] homeschool
[5] distancelearning
[5] scienceeducation
[4] teacher
[3] onthisday

Top Hashtags in Tweet in G10:
[12] stem
[9] dreambiglittlescientists
[7] scienceed
[6] bookweek2020athome
[4] mschat
[4] scichat
[4] ngsschat
[4] ngss
[4] ellchat
[4] educoach

Top Words
Top Words in Tweet in Entire Graph:
[258] #scienceed
[120] science
[71] #stem
[46] students
[46] #edchat
[42] #science
[40] school
[39] more
[38] learning
[37] education

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

Top Words in Tweet in G2:
[18] #scienceed
[16] cinehead
[11] school
[10] #socialstudies
[6] teacher
[6] llacrosse
[6] #podcast
[5] another
[5] reason
[5] #medialiteracy

Top Words in Tweet in G3:
[27] scifri
[18] science
[17] friday
[16] institute
[15] summer
[13] watched
[13] fireworks
[13] show
[13] wondered
[13] different

Top Words in Tweet in G4:
[49] #scienceed
[24] #stem
[17] #onlinelearning
[15] #onlinelesson
[14] learn
[14] lesson
[9] #science
[9] #edutwitter
[8] online
[7] science

Top Words in Tweet in G5:
[15] #scienceed
[12] #stem
[9] light
[8] #science
[6] during
[6] kispride
[6] #students
[6] event
[6] today's
[5] #scienceteacher

Top Words in Tweet in G6:
[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 G7:
[10] #scienceed
[5] nsf
[5] science
[4] laura_z1127
[4] uncschoolofed
[4] #unc
[4] faculty
[4] member
[4] troy
[4] sadler

Top Words in Tweet in G9:
[19] #scienceed
[11] #stemed
[6] #chemed
[6] #biotechnology
[5] edvotek
[5] today
[5] students
[5] #scienceteacher
[5] #homeschool
[5] #distancelearning

Top Words in Tweet in G10:
[12] #stem
[11] reading
[10] schaubwrites
[9] #dreambiglittlescientists
[7] #scienceed
[6] dream
[6] big
[6] #bookweek2020athome
[6] video
[5] strategies

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] #ted1203,#edchat
[29] #feuscietalk,#ted1203
[22] #scienceed,#stem
[18] covid,19
[17] science,friday
[16] #ngss,#scienceed
[15] friday,summer
[15] summer,institute
[14] watched,fireworks
[14] fireworks,show

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:
[5] another,reason
[5] reason,#medialiteracy
[5] #medialiteracy,needs
[5] needs,mandatory
[5] mandatory,core
[5] core,skill
[5] skill,subject
[5] subject,areas
[5] areas,#socialstudies
[5] #socialstudies,#ela

Top Word Pairs in Tweet in G3:
[17] science,friday
[15] friday,summer
[15] 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:
[14] #scienceed,#stem
[14] #onlinelesson,#onlinelearning
[7] online,lesson
[5] #stem,#onlinelesson
[4] #science,#scienceed
[4] #stem,#edutwitter
[4] #stem,#scienceed
[4] 合成速度は速度の足し算,#セシル先生の物理学教室
[4] #セシル先生の物理学教室,#更新
[4] #更新,#ブログ初心者

Top Word Pairs in Tweet in G5:
[5] news,matic
[4] metacognition,look
[4] look,#science
[4] #science,lessons
[4] lessons,#scienceed
[4] #scienceed,#scienceteacher
[4] #scienceteacher,#stem
[4] #ngss,#scienceed
[4] during,saturday
[4] saturday,adventures

Top Word Pairs in Tweet in G6:
[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 G7:
[4] #unc,faculty
[4] faculty,member
[4] member,troy
[4] troy,sadler
[4] sadler,describes
[4] describes,nsf
[4] nsf,podcast
[4] podcast,team
[4] team,researchers
[4] researchers,created

Top Word Pairs in Tweet in G9:
[5] #stemed,#scienceeducation
[5] #scienceeducation,#scienceed
[4] topics,cover
[4] cover,#stemed
[4] #scienceed,#homeschool
[4] #homeschool,#distancelearning
[4] #distancelearning,#biotechnology
[4] #biotechnology,#teacher
[3] justus,liebig
[3] liebig,born

Top Word Pairs in Tweet in G10:
[6] dream,big
[6] big,#bookweek2020athome
[6] #bookweek2020athome,video
[6] video,reading
[6] reading,#dreambiglittlescientists
[6] #dreambiglittlescientists,#stem
[5] reading,strategies
[5] schaubwrites,dream
[5] #stem,#s
[4] strategies,science

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@edtechne
@cinehead
@vmcc_scienceed
@earthshakerph
@schaubwrites
@doc_b_brown
@openscied
@ctskeeley
@nindsdirector

Top Mentioned in G1:
@edtechne
@vmcc_scienceed
@flynndpaul
@researchatnuig
@seanogratek
@imslimerick
@escitweets
@emerd13
@npcprimary

Top Mentioned in G2:
@cinehead
@llacrosse
@ilatoday
@ncte
@msprda_pisd
@cshawr10
@kimjregion10
@mrdearybury
@julnilsmith
@joelrgarza

Top Mentioned in G3:
@scifri
@chienforstem
@quartokids

Top Mentioned in G4:
@cecilscienceed
@philray62
@elena_sf_ca

Top Mentioned in G5:
@kispride
@robzook1
@science_academy
@smithsonianscie
@ahisa_national
@news_o_matic
@gmetacognition
@schaubwrites
@middleweb

Top Mentioned in G6:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@tiffanyneill
@tamiplein
@mikeheinz3

Top Mentioned in G7:
@nsf
@laura_z1127
@uncschoolofed
@mizzoueducation
@koebenhavns_uni
@pjfried
@likescied
@sharonjlynch
@uncresearch
@bioteachk

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

Top Mentioned in G9:
@edvotek
@drjohnodonoghue
@anu_cpas
@irishsciteach
@youtube
@brooksplanet2
@chemnet_au
@jessriese
@scienceanu
@questacon

Top Mentioned in G10:
@schaubwrites
@charlesbridge
@alicepotter
@writer_meyer
@nsta
@middleweb
@larryferlazzo
@taracdale
@naeyc

Top Tweeters
Top Tweeters in Entire Graph:
@gmanews
@femtech_
@wwf
@cnnphilippines
@coachweaver3
@danzadanceorg
@3pennymovies
@academicchatter
@larryferlazzo
@scalarhumanity

Top Tweeters in G1:
@newschambers
@eoinyk
@iainmacl
@gardatraffic
@sharonlflynn
@debsnet
@nuigalway
@scienceirel
@teachingcouncil
@cellexplorers

Top Tweeters in G2:
@ncte
@sarahdateechur
@wickeddecent
@cdreed
@mbfxc
@adrianachavira
@2footgiraffe
@julnilsmith
@michelle4edu
@ilatoday

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

Top Tweeters in G4:
@kimberleymatt
@elena_sf_ca
@sciencenotdogma
@svefoundation
@philray62
@basfagproducts
@helpteaching
@sbottasullivan
@amikridigi
@tonjatenn

Top Tweeters in G5:
@jc_james_clark
@gwr
@stem_ai
@science_academy
@news_o_matic
@smithsonianscie
@indschoolsvic
@gmetacognition
@s2temcenterssc
@ahisa_national

Top Tweeters in G6:
@bpenuel
@starrscience
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem
@jbintzbscs

Top Tweeters in G7:
@nsf
@mizzoueducation
@uncresearch
@caseyelrod13
@lys_morrison
@nsf_ehr
@hholmegaard
@koebenhavns_uni
@bioteachk
@uncschoolofed

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

Top Tweeters in G9:
@everburningfire
@youtube
@drjohnodonoghue
@irishsciteach
@drsnowflack
@chemistryed
@scienceanu
@edvotek
@braonaino
@questacon

Top Tweeters in G10:
@larryferlazzo
@nadiaawriter
@annielynn215
@richardklee1
@nsta
@alicepotter
@middleweb
@coreypbninja
@naeyc
@patriciatoht


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