scienceed, Twitter, 8/8/2020 1:00:20 AM, 232134


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scienceed_2020-08-07_17-50-56.xlsx
scienceed_2020-08-07_17-50-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 08, 2020
Short Description:
scienceed via NodeXL https://bit.ly/2PBFyWl
@stem_ai
@scifri
@clandelstem
@troydsadler
@vmcc_scienceed
@doc_b_brown
@lenoramcrabtree
@tamiplein
@ctskeeley
@schaubwrites

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

Description:
Description
The graph represents a network of 584 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, 08 August 2020 at 00:51 UTC.

The requested start date was Saturday, 08 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 96-day, 22-hour, 53-minute period from Friday, 01 May 2020 at 14:37 UTC to Thursday, 06 August 2020 at 13:30 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 : 584
Unique Edges : 461
Edges With Duplicates : 847
Total Edges : 1308
Number of Edge Types : 5
Mentions : 279
Retweet : 325
MentionsInRetweet : 463
Replies to : 31
Tweet : 210
Self-Loops : 223
Reciprocated Vertex Pair Ratio : 0.0581929555895865
Reciprocated Edge Ratio : 0.109985528219971
Connected Components : 95
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 177
Maximum Edges in a Connected Component : 436
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.478265
Graph Density : 0.00202953546840856
Modularity : 0.509413
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 584 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, 08 August 2020 at 00:51 UTC.

The requested start date was Saturday, 08 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 96-day, 22-hour, 53-minute period from Friday, 01 May 2020 at 14:37 UTC to Thursday, 06 August 2020 at 13:30 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:
[9] 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:
[9] 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://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://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/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 G5:
[5] https://ceci-scienceed.com/resultantverocity/
[3] https://ceci-scienceed.com/uniform-linear-motion/
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[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.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

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

Top URLs in Tweet in G8:
[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 G9:
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://twitter.com/Katayune/status/1288434537626767361

Top Domains
Top Domains in Tweet in Entire Graph:
[43] twitter.com
[20] youtube.com
[19] helpteaching.com
[12] surveymonkey.com
[8] ceci-scienceed.com
[7] tandfonline.com
[6] nih.gov
[5] sciencefriday.com
[5] amightygirl.com
[4] coetail.com

Top Domains in Tweet in G1:
[12] surveymonkey.com
[5] 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] twitter.com
[1] edutopia.org

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

Top Domains in Tweet in G4:
[3] apple.com
[2] twitter.com

Top Domains in Tweet in G5:
[19] 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 G6:
[1] twitter.com
[1] unc.edu
[1] tandfonline.com
[1] ku.dk
[1] nsf.gov

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

Top Domains in Tweet in G8:
[2] si.edu
[1] youtube.com
[1] org.au

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[279] scienceed
[75] stem
[47] edchat
[43] science
[32] stemed
[31] feuscietalk
[30] ted1203
[28] covid19
[24] ngss
[23] 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:
[13] scienceed
[7] ngss
[4] urbaned
[3] nycnearpod
[3] earthscience
[2] nsta
[2] ngsschat
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

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:
[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 G5:
[52] scienceed
[25] stem
[19] onlinelearning
[17] onlinelesson
[10] science
[9] edutwitter
[6] scicomm
[6] sciencetwitter
[5] stemeducation
[4] セシル先生の物理学教室

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

Top Hashtags in Tweet in G8:
[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 G9:
[7] scienceed
[5] nsta
[3] nsta20
[3] stem
[2] ngss
[2] scied
[2] tsela
[2] stat
[2] cast2018
[2] stat2018

Top Words
Top Words in Tweet in Entire Graph:
[279] #scienceed
[132] science
[75] #stem
[64] more
[50] students
[47] #edchat
[43] learning
[43] #science
[40] school
[39] education

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

Top Words in Tweet in G2:
[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 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:
[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 G5:
[52] #scienceed
[25] #stem
[19] #onlinelearning
[17] #onlinelesson
[16] lesson
[15] learn
[10] #science
[9] #edutwitter
[9] online
[9] science

Top Words in Tweet in G6:
[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 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:
[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 G9:
[18] ctskeeley
[11] resources
[10] part
[10] zoom
[10] sessions
[10] 12
[10] teachers
[10] lamar
[10] tx
[8] ideas

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] #ted1203,#edchat
[29] #feuscietalk,#ted1203
[24] #scienceed,#stem
[18] covid,19
[18] science,friday
[17] doc_b_brown,thanks
[16] #onlinelesson,#onlinelearning
[16] learn,more
[16] friday,summer
[16] summer,institute

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:
[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 G5:
[16] #onlinelesson,#onlinelearning
[15] #scienceed,#stem
[8] online,lesson
[6] #onlinelearning,#scienceed
[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

Top Word Pairs in Tweet in G6:
[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 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:
[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 G9:
[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 Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@unreal_it
@profsmyth
@scifri
@jdl_scienceed
@afrosuchia
@ultrajessamyn
@edtechne
@historyguy7292
@maighcuilinn

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

Top Replied-To in G2:
@nyc_gesc

Top Replied-To in G3:
@scifri

Top Replied-To in G4:
@nancywtech

Top Replied-To in G7:
@scifri

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

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

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

Top Mentioned in G3:
@scifri
@chienforstem
@quartokids

Top Mentioned in G4:
@cinehead
@llacrosse
@ilatoday
@ncte
@msprda_pisd
@cshawr10
@kimjregion10
@mrdearybury
@julnilsmith
@joelrgarza

Top Mentioned in G5:
@cecilscienceed
@philray62
@elena_sf_ca

Top Mentioned in G6:
@nsf
@laura_z1127
@uncschoolofed
@mizzoueducation
@koebenhavns_uni
@pjfried
@likescied
@sharonjlynch
@uncresearch
@bioteachk

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

Top Mentioned in G8:
@kispride
@robzook1
@science_academy
@smithsonianscie
@ahisa_national
@news_o_matic
@doc_b_brown
@jste1924
@schaubwrites

Top Mentioned in G9:
@ctskeeley
@txsciencestat
@corwinpress
@jtugel
@region4esc
@scimi_llc

Top Mentioned in G10:
@eloisaruiz1
@wicklowtownteam
@vmcc_scienceed
@weiss_cordula
@nsai_standards
@muinteoirgaenyc
@mrpricescience
@harryjchendriks
@conorjeivers
@ger_majesty

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:
@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:
@ncte
@sarahdateechur
@wickeddecent
@cdreed
@mbfxc
@adrianachavira
@2footgiraffe
@julnilsmith
@michelle4edu
@ilatoday

Top Tweeters in G5:
@elena_sf_ca
@kimberleymatt
@sciencenotdogma
@svefoundation
@philray62
@basfagproducts
@helpteaching
@deathcab4callie
@sbottasullivan
@amikridigi

Top Tweeters in G6:
@nsf
@mizzoueducation
@uncresearch
@caseyelrod13
@lys_morrison
@nsf_ehr
@hholmegaard
@koebenhavns_uni
@bioteachk
@uncschoolofed

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

Top Tweeters in G8:
@jc_james_clark
@gwr
@stem_ai
@science_academy
@news_o_matic
@smithsonianscie
@gmetacognition
@indschoolsvic
@s2temcenterssc
@ahisa_national

Top Tweeters in G9:
@terri66987597
@corwinpress
@sciencecook
@sciencecat222
@allnstem
@region4esc
@txsciencestat
@hoolie1julie
@ctskeeley
@greenhillssci1

Top Tweeters in G10:
@lifetimelabcork
@nsai_standards
@weiss_cordula
@anyone4science
@wicklowtownteam
@ger_majesty
@dublindeadzoo
@glencullen_ns
@mrpricescience
@eloisaruiz1