scienceed, Twitter, 8/1/2020 12:56:29 AM, 231542


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scienceed_2020-07-31_17-50-56.xlsx
scienceed_2020-07-31_17-50-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
scienceed via NodeXL https://bit.ly/39RCwqn
@stem_ai
@scifri
@vmcc_scienceed
@troydsadler
@nsta
@clandelstem
@schaubwrites
@doc_b_brown
@middleweb
@anyone4science

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

Description:
Description
The graph represents a network of 561 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, 01 August 2020 at 00:51 UTC.

The requested start date was Saturday, 01 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 89-day, 9-hour, 10-minute period from Friday, 01 May 2020 at 14:37 UTC to Wednesday, 29 July 2020 at 23:48 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 : 561
Unique Edges : 450
Edges With Duplicates : 807
Total Edges : 1257
Number of Edge Types : 5
Retweet : 309
MentionsInRetweet : 446
Tweet : 204
Mentions : 268
Replies to : 30
Self-Loops : 217
Reciprocated Vertex Pair Ratio : 0.0569620253164557
Reciprocated Edge Ratio : 0.107784431137725
Connected Components : 92
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 152
Maximum Edges in a Connected Component : 379
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.220577
Graph Density : 0.00212630506748154
Modularity : 0.513818
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 561 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, 01 August 2020 at 00:51 UTC.

The requested start date was Saturday, 01 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 89-day, 9-hour, 10-minute period from Friday, 01 May 2020 at 14:37 UTC to Wednesday, 29 July 2020 at 23:48 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:
[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 G3:
[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 G4:
[5] https://ceci-scienceed.com/resultantverocity/
[3] https://ceci-scienceed.com/uniform-linear-motion/
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[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/

Top URLs in Tweet in G5:
[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://www.edutopia.org/article/2-simple-ways-improve-online-instruction

Top URLs in Tweet in G6:
[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 G7:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G8:
[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 G10:
[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 Domains
Top Domains in Tweet in Entire Graph:
[41] twitter.com
[19] 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] facebook.com

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:
[4] sciencefriday.com

Top Domains in Tweet in G3:
[3] apple.com
[2] twitter.com

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

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

Top Domains in Tweet in G6:
[2] si.edu
[1] youtube.com
[1] org.au

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

Top Domains in Tweet in G8:
[1] twitter.com
[1] unc.edu
[1] tandfonline.com
[1] ku.dk
[1] nsf.gov

Top Domains in Tweet in G10:
[5] twitter.com
[2] youtube.com
[1] teacherspayteachers.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[269] scienceed
[72] stem
[46] edchat
[42] science
[32] stemed
[31] feuscietalk
[30] ted1203
[28] covid19
[23] 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:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G3:
[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 G4:
[49] scienceed
[24] stem
[17] onlinelearning
[15] onlinelesson
[9] science
[9] edutwitter
[6] scicomm
[6] sciencetwitter
[4] stemeducation
[4] セシル先生の物理学教室

Top Hashtags in Tweet in G5:
[12] scienceed
[7] ngss
[4] urbaned
[3] nycnearpod
[3] earthscience
[2] nsta
[2] ngsschat
[1] stem
[1] stemed
[1] aste

Top Hashtags in Tweet in G6:
[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 G7:
[7] scienceed

Top Hashtags in Tweet in G8:
[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 G10:
[19] scienceed
[11] stemed
[6] chemed
[6] biotechnology
[5] scienceteacher
[5] homeschool
[5] distancelearning
[5] scienceeducation
[4] teacher
[3] onthisday

Top Words
Top Words in Tweet in Entire Graph:
[269] #scienceed
[127] science
[72] #stem
[56] more
[47] students
[46] #edchat
[43] learning
[42] #science
[40] school
[39] education

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

Top Words in Tweet in G2:
[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 G3:
[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 G4:
[49] #scienceed
[24] #stem
[17] #onlinelearning
[15] learn
[15] #onlinelesson
[14] lesson
[9] #science
[9] #edutwitter
[9] science
[8] online

Top Words in Tweet in G5:
[23] doc_b_brown
[18] thanks
[16] more
[14] jste1924
[14] allowing
[14] publish
[14] convinced
[14] potential
[14] value
[14] added

Top Words in Tweet in G6:
[15] #scienceed
[12] #stem
[9] light
[8] #science
[6] during
[6] kispride
[6] #students
[6] event
[6] today's
[5] robzook1

Top Words in Tweet in G7:
[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 G8:
[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 G10:
[19] #scienceed
[11] #stemed
[6] #chemed
[6] #biotechnology
[5] edvotek
[5] today
[5] students
[5] #scienceteacher
[5] #homeschool
[5] #distancelearning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] #ted1203,#edchat
[29] #feuscietalk,#ted1203
[23] #scienceed,#stem
[18] science,friday
[18] covid,19
[17] doc_b_brown,thanks
[16] friday,summer
[16] summer,institute
[16] #ngss,#scienceed
[15] science,education

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:
[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 G3:
[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 G4:
[14] #scienceed,#stem
[14] #onlinelesson,#onlinelearning
[7] online,lesson
[5] #stem,#onlinelesson
[4] #science,#scienceed
[4] #stem,#edutwitter
[4] science,education
[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

Top Word Pairs in Tweet in G5:
[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 G6:
[5] news,matic
[4] #ngss,#scienceed
[4] during,saturday
[4] saturday,adventures
[4] adventures,learning
[4] learning,kispride
[4] science_academy,inviting
[4] inviting,#students
[4] #students,cameras
[4] cameras,ready

Top Word Pairs in Tweet in G7:
[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 G8:
[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 G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@unreal_it
@profsmyth
@scifri
@jdl_scienceed
@anchordeeper
@sarahlrcarroll
@ultrajessamyn
@edtechne
@historyguy7292

Top Replied-To in G1:
@vmcc_scienceed
@sarahlrcarroll
@maighcuilinn
@ultrajessamyn
@edtechne
@historyguy7292
@zhangchaosheng
@iolnetwork

Top Replied-To in G2:
@scifri

Top Replied-To in G3:
@nancywtech

Top Replied-To in G5:
@nyc_gesc

Top Replied-To in G7:
@scifri

Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@doc_b_brown
@edtechne
@cinehead
@jste1924
@vmcc_scienceed
@ctskeeley
@earthshakerph
@schaubwrites
@openscied

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

Top Mentioned in G2:
@scifri
@chienforstem
@quartokids

Top Mentioned in G3:
@cinehead
@llacrosse
@ilatoday
@ncte
@msprda_pisd
@cshawr10
@kimjregion10
@mrdearybury
@julnilsmith
@joelrgarza

Top Mentioned in G4:
@cecilscienceed
@philray62
@elena_sf_ca

Top Mentioned in G5:
@doc_b_brown
@jste1924
@nearpod
@msljflores
@nycschools
@29q118

Top Mentioned in G6:
@kispride
@robzook1
@science_academy
@smithsonianscie
@ahisa_national
@news_o_matic
@doc_b_brown
@jste1924
@schaubwrites

Top Mentioned in G7:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@tiffanyneill
@tamiplein
@mikeheinz3

Top Mentioned in G8:
@nsf
@laura_z1127
@uncschoolofed
@mizzoueducation
@koebenhavns_uni
@pjfried
@likescied
@sharonjlynch
@uncresearch
@bioteachk

Top Mentioned in G9:
@eloisaruiz1
@wicklowtownteam
@vmcc_scienceed
@weiss_cordula
@nsai_standards
@muinteoirgaenyc
@mrpricescience
@harryjchendriks
@conorjeivers
@ger_majesty

Top Mentioned in G10:
@edvotek
@drjohnodonoghue
@anu_cpas
@irishsciteach
@youtube
@brooksplanet2
@chemnet_au
@jessriese
@scienceanu
@questacon

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@gmanews
@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:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G3:
@ncte
@sarahdateechur
@wickeddecent
@cdreed
@mbfxc
@adrianachavira
@2footgiraffe
@julnilsmith
@michelle4edu
@ilatoday

Top Tweeters in G4:
@kimberleymatt
@elena_sf_ca
@sciencenotdogma
@svefoundation
@philray62
@basfagproducts
@helpteaching
@sbottasullivan
@deathcab4callie
@amikridigi

Top Tweeters in G5:
@drjlmooreiii
@brettashtonsj
@nearpod
@nycschools
@jorgedoespbl
@kevnix
@achosinfo
@mbraaten
@cubblib
@professorriley5

Top Tweeters in G6:
@jc_james_clark
@gwr
@stem_ai
@science_academy
@news_o_matic
@smithsonianscie
@indschoolsvic
@gmetacognition
@s2temcenterssc
@ahisa_national

Top Tweeters in G7:
@bpenuel
@starrscience
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem
@jbintzbscs

Top Tweeters in G8:
@nsf
@mizzoueducation
@uncresearch
@caseyelrod13
@lys_morrison
@nsf_ehr
@hholmegaard
@koebenhavns_uni
@bioteachk
@uncschoolofed

Top Tweeters in G9:
@lifetimelabcork
@nsai_standards
@weiss_cordula
@anyone4science
@wicklowtownteam
@ger_majesty
@dublindeadzoo
@glencullen_ns
@mrpricescience
@eloisaruiz1

Top Tweeters in G10:
@everburningfire
@youtube
@drjohnodonoghue
@irishsciteach
@drsnowflack
@chemistryed
@scienceanu
@edvotek
@braonaino
@questacon