schoolclosure, Twitter, 9/5/2020 3:27:28 AM, 234375


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schoolclosure_2020-09-04_20-21-32.xlsx
schoolclosure_2020-09-04_20-21-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2020
Short Description:
schoolclosure via NodeXL https://bit.ly/3lOEjSG
@intl_ed_news
@indianexpress
@raghavsharma83
@nisaedu
@pmoindia
@amitctweets
@nytimes
@real_centre
@pratham_india
@ukfiet

Top hashtags:
#schoolclosure
#covid19
#education
#school
#homelearning
#parents
#math
#literacy

Description:
Description
The graph represents a network of 566 Twitter users whose tweets in the requested range contained "schoolclosure", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 05 September 2020 at 03:24 UTC.

The requested start date was Saturday, 05 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 63-day, 11-hour, 36-minute period from Wednesday, 01 July 2020 at 02:00 UTC to Wednesday, 02 September 2020 at 13:36 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 : 566
Unique Edges : 335
Edges With Duplicates : 711
Total Edges : 1046
Number of Edge Types : 5
Retweet : 281
MentionsInRetweet : 345
Tweet : 221
Mentions : 185
Replies to : 14
Self-Loops : 234
Reciprocated Vertex Pair Ratio : 0.0309917355371901
Reciprocated Edge Ratio : 0.0601202404809619
Connected Components : 156
Single-Vertex Connected Components : 66
Maximum Vertices in a Connected Component : 116
Maximum Edges in a Connected Component : 241
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.57524
Graph Density : 0.00156039901185153
Modularity : 0.505428
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 566 Twitter users whose tweets in the requested range contained "schoolclosure", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 05 September 2020 at 03:24 UTC.

The requested start date was Saturday, 05 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 63-day, 11-hour, 36-minute period from Wednesday, 01 July 2020 at 02:00 UTC to Wednesday, 02 September 2020 at 13:36 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 : schoolclosure
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:
[32] http://smartdissent.com/article/betsy-devos-given-power-waive-special-education-while-schools-are
[23] https://www.thecable.ng/poll-do-you-think-wassce-should-go-ahead-despite-covid-19
[23] https://apps.apple.com/us/app-bundle/maths-resources-bundle/id1500194664
[22] https://apps.apple.com/us/app/fine-motor-skills-practice/id880970066
[5] https://buff.ly/31zHC8e
[5] https://www.ukfiet.org/2020/how-parents-are-supporting-their-childrens-learning-during-the-covid-19-pandemic-in-nigeria/
[4] https://buff.ly/3beawOf
[4] https://www.brookings.edu/blog/education-plus-development/2020/08/11/adapting-to-learning-needs-in-the-wake-of-covid-19-using-data-and-evidence/?p=968249&preview_id=968249
[4] https://www.npr.org/sections/goatsandsoda/2020/07/27/891422484/girls-has-the-pandemic-made-you-think-of-quitting-school-call-your-mentor?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[4] https://www.cnbc.com/2020/06/26/gordon-brown-potential-human-tragedy-unfolding-in-global-education.html?__source=sharebar|twitter&par=sharebar

Top URLs in Tweet in G1:
[5] https://www.ukfiet.org/2020/how-parents-are-supporting-their-childrens-learning-during-the-covid-19-pandemic-in-nigeria/
[5] https://buff.ly/31zHC8e
[4] https://buff.ly/3beawOf
[4] https://www.cnbc.com/2020/06/26/gordon-brown-potential-human-tragedy-unfolding-in-global-education.html?__source=sharebar|twitter&par=sharebar
[4] https://www.npr.org/sections/goatsandsoda/2020/07/27/891422484/girls-has-the-pandemic-made-you-think-of-quitting-school-call-your-mentor?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[4] https://www.brookings.edu/blog/education-plus-development/2020/08/11/adapting-to-learning-needs-in-the-wake-of-covid-19-using-data-and-evidence/?p=968249&preview_id=968249
[3] https://www.wise-qatar.org/education-disrupted-stories-from-the-frontline-of-covid-19s-education-crisis/
[3] https://www.chalkbeat.org/2020/8/7/21356219/in-their-own-words-what-remote-learning-has-looked-like-around-the-world
[3] https://www.researchinstitutelearn.nl/en/professionals-en/covid-19-do-we-need-to-reimagine-the-purpose-of-school-inspections/
[2] https://hechingerreport.org/special-reports/critical-condition/?utm_source=The+Hechinger+Report&utm_campaign=e15f7fba38-EMAIL_CAMPAIGN_WEEKLY_2020_06_30&utm_medium=email&utm_term=0_d3ee4c3e04-e15f7fba38-322590089

Top URLs in Tweet in G2:
[3] https://www.pisanacademy.com/8-steps
[2] https://edu.cospaces.io/YPM-EHN
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7162753/
[2] https://mailchi.mp/jhu.edu/schoolclosure
[1] https://twitter.com/i/web/status/1278636449412325376
[1] https://www.edutopia.org/article/9-big-questions-education-leaders-should-ask-address-covid-19
[1] https://people.com/parents/fsu-employees-cant-watch-kids-while-working-from-home-coronavirus/
[1] https://twitter.com/DrZoeHyde/status/1278683104584929281
[1] https://www.fiverr.com/alinoorrahman/design-english-and-maths-worksheets-for-nursery-and-lkg
[1] http://daisi.education/learning-loss/

Top URLs in Tweet in G3:
[1] https://timesofindia.indiatimes.com/city/delhi/700-unrecognised-schools-to-be-shut/articleshow/71605750.cms
[1] https://www.youtube.com/watch?v=aQqv2iq1uwU&feature=youtu.be

[1] https://indianexpress.com/article/india/as-parents-struggle-to-pay-fees-low-cost-schools-fear-closure-dropouts-6493408/

Top URLs in Tweet in G4:
[32] http://smartdissent.com/article/betsy-devos-given-power-waive-special-education-while-schools-are
[1] https://twitter.com/i/web/status/1294071247299588096

Top URLs in Tweet in G5:
[23] https://www.thecable.ng/poll-do-you-think-wassce-should-go-ahead-despite-covid-19

Top URLs in Tweet in G6:
[1] https://www.morton201.org/schoolclosure

Top URLs in Tweet in G7:
[1] https://www.linkedin.com/pulse/why-we-just-cant-reopen-our-schools-adam-voigt

Top URLs in Tweet in G8:
[1] https://twitter.com/anya1anya/status/1280155039131107330

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1282597131090636801
[1] https://twitter.com/i/web/status/1278608096575848448
[1] https://twitter.com/i/web/status/1278629235775598592

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1285638818759168001

Top Domains
Top Domains in Tweet in Entire Graph:
[86] twitter.com
[47] apple.com
[32] smartdissent.com
[23] thecable.ng
[11] buff.ly
[11] instagram.com
[9] youtube.com
[7] ukfiet.org
[5] apnews.com
[4] wise-qatar.org

Top Domains in Tweet in G1:
[11] buff.ly
[11] twitter.com
[7] ukfiet.org
[5] apnews.com
[4] wise-qatar.org
[4] chalkbeat.org
[4] cnbc.com
[4] npr.org
[4] brookings.edu
[3] internationalednews.com

Top Domains in Tweet in G2:
[23] twitter.com
[11] instagram.com
[3] mailchi.mp
[3] pisanacademy.com
[2] cospaces.io
[2] co.uk
[2] news24.com
[2] scoonews.com
[2] youtube.com
[2] nih.gov

Top Domains in Tweet in G3:
[1] indiatimes.com
[1] youtube.com
[1] indianexpress.com

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

Top Domains in Tweet in G5:
[23] thecable.ng

Top Domains in Tweet in G6:
[1] morton201.org

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

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

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

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[312] schoolclosure
[90] covid19
[85] education
[59] school
[49] homelearning
[37] parents
[36] math
[34] literacy
[33] maths
[31] homeschooling



Top Hashtags in Tweet in G1:
[45] covid19
[41] schoolclosure
[19] education
[12] remotelearning
[8] learning
[7] schoolreopening
[6] uk
[5] nigeria
[5] nepal
[4] pandemic

Top Hashtags in Tweet in G2:
[73] schoolclosure
[14] lockdown
[11] covid19
[10] flashback
[10] dramaarchive
[9] education
[7] theatre
[7] drama
[6] homeschool
[4] distancelearning

Top Hashtags in Tweet in G3:
[9] schoolclosure
[5] rte
[5] nisa
[2] education
[1] fundstudents
[1] sos
[1] saveeducation
[1] teachersuicide
[1] nisacare
[1] nep2020

Top Hashtags in Tweet in G4:
[32] education
[4] smartdissent
[4] educationinthetimeofcovid
[4] schoolclosure

Top Hashtags in Tweet in G5:
[7] covid19
[7] schoolclosure
[2] stayhome

Top Hashtags in Tweet in G6:
[1] mortonpride
[1] orgullomorton

Top Hashtags in Tweet in G7:
[16] victorialockdown
[16] schoolclosure
[16] vicpol

Top Hashtags in Tweet in G8:
[4] parents
[4] teachers
[2] schoolclosure
[1] covid
[1] teachershortage
[1] wskgcares
[1] education
[1] schoolreopening
[1] covidー19

Top Hashtags in Tweet in G9:
[18] school
[16] schoolclosure
[15] education
[13] primary
[13] edutwitter
[10] educationincovid
[9] homelearning
[7] keyworkerbubble
[6] eyfs
[5] earlyyears

Top Hashtags in Tweet in G10:
[11] womaninbizhour

Top Words
Top Words in Tweet in Entire Graph:
[312] #schoolclosure
[142] school
[122] schools
[87] #covid19
[85] #education
[59] #school
[57] link
[49] #homelearning
[46] step
[45] learning

Top Words in Tweet in G1:
[42] #covid19
[41] #schoolclosure
[38] intl_ed_news
[23] school
[19] #education
[18] learning
[12] #remotelearning
[12] education
[11] during
[10] children

Top Words in Tweet in G2:
[73] #schoolclosure
[31] school
[28] day
[17] closure
[15] lockdown
[14] #lockdown
[11] #covid19
[10] schools
[10] #flashback
[10] #dramaarchive

Top Words in Tweet in G3:
[9] #schoolclosure
[8] msisodia
[6] amitctweets
[6] due
[6] smritiirani
[5] believe
[5] #rte
[5] unreal
[5] watch
[5] video

Top Words in Tweet in G4:
[32] icymi
[32] betsydevos
[32] given
[32] power
[32] waive
[32] special
[32] #education
[32] schools
[32] closed
[32] link

Top Words in Tweet in G5:
[23] poll
[23] think
[23] wassce
[23] go
[23] ahead
[23] despite
[23] covid
[23] 19
[23] thecable
[21] thecableng

Top Words in Tweet in G6:
[19] school
[18] attention
[18] morton
[18] families
[18] please
[18] visit
[18] following
[18] link
[18] read
[18] very

Top Words in Tweet in G7:
[16] something
[16] wrote
[16] prospect
[16] victorian
[16] schools
[16] returning
[16] #victorialockdown
[16] #schoolclosure
[16] #vicpol
[15] adam_voigt

Top Words in Tweet in G8:
[5] person
[4] npr_ed's
[4] anya1anya
[4] seeking
[4] interviews
[4] #parents
[4] #teachers
[4] return
[4] school
[3] luckymamaj

Top Words in Tweet in G9:
[18] #school
[16] #schoolclosure
[15] #education
[13] #primary
[13] #edutwitter
[12] one
[10] #educationincovid
[9] #homelearning
[7] children
[7] today

Top Words in Tweet in G10:
[11] #womaninbizhour
[11] little
[11] planner
[11] clips
[11] perfect
[11] organising
[11] paperwork
[11] kids
[10] 1986kreations
[10] school

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[40] schools,closed
[32] icymi,betsydevos
[32] betsydevos,given
[32] given,power
[32] power,waive
[32] waive,special
[32] special,#education
[32] #education,schools
[32] closed,link
[31] covid,19

Top Word Pairs in Tweet in G1:
[8] #schoolclosure,#covid19
[7] #covid19,#schoolclosure
[6] #education,#schoolclosure
[6] learning,during
[6] during,#covid19
[6] school,closures
[5] third,worldâ
[5] access,remote
[5] remote,learning
[5] parents,supporting

Top Word Pairs in Tweet in G2:
[17] school,closure
[13] lockdown,day
[13] closure,day
[12] #lockdown,#schoolclosure
[10] #schoolclosure,#flashback
[10] #flashback,#dramaarchive
[4] covid,19
[4] #drama,#theatre
[4] #schoolclosure,many
[3] first,time

Top Word Pairs in Tweet in G3:
[5] believe,#schoolclosure
[5] #schoolclosure,due
[5] due,#rte
[5] #rte,unreal
[5] unreal,watch
[5] watch,video
[5] video,smritiirani
[5] smritiirani,msisodia
[5] msisodia,#nisa
[4] amitctweets,believe

Top Word Pairs in Tweet in G4:
[32] icymi,betsydevos
[32] betsydevos,given
[32] given,power
[32] power,waive
[32] waive,special
[32] special,#education
[32] #education,schools
[32] schools,closed
[32] closed,link
[27] smartdissent,icymi

Top Word Pairs in Tweet in G5:
[23] poll,think
[23] think,wassce
[23] wassce,go
[23] go,ahead
[23] ahead,despite
[23] despite,covid
[23] covid,19
[23] 19,thecable
[21] thecableng,poll
[17] thecable,thoughts

Top Word Pairs in Tweet in G6:
[18] attention,morton
[18] morton,families
[18] families,please
[18] please,visit
[18] visit,following
[18] following,link
[18] link,read
[18] read,very
[18] very,important
[18] important,return

Top Word Pairs in Tweet in G7:
[16] something,wrote
[16] wrote,prospect
[16] prospect,victorian
[16] victorian,schools
[16] schools,returning
[16] returning,#victorialockdown
[16] #victorialockdown,#schoolclosure
[16] #schoolclosure,#vicpol
[15] adam_voigt,something

Top Word Pairs in Tweet in G8:
[4] npr_ed's,anya1anya
[4] anya1anya,seeking
[4] seeking,interviews
[4] interviews,#parents
[4] #parents,#teachers
[4] #teachers,return
[4] return,person
[4] person,school
[3] luckymamaj,npr_ed's
[3] school,falâ

Top Word Pairs in Tweet in G9:
[12] #education,#edutwitter
[10] #school,#schoolclosure
[9] #edutwitter,#educationincovid
[5] #schoolclosure,#schoolreopening
[5] #school,#primary
[4] #primary,#school
[4] #primary,#education
[3] #eyfs,#earlyyears
[3] #keyworkers,#education
[2] such,lovely

Top Word Pairs in Tweet in G10:
[11] #womaninbizhour,little
[11] little,planner
[11] planner,clips
[11] clips,perfect
[11] perfect,organising
[11] organising,paperwork
[11] paperwork,kids
[10] 1986kreations,#womaninbizhour
[10] kids,school
[2] school,wâ

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@intl_ed_news
@betsydevos
@smartdissent
@thecableng
@morton201
@adam_voigt
@1986kreations
@schoolrubric
@francis_joseph
@msisodia

Top Mentioned in G1:
@intl_ed_news
@ukfiet
@ap
@officegsbrown
@wise_tweets
@icseiglobal
@edchangesig
@chalkbeat
@pratham_india

Top Mentioned in G2:
@cospaces_edu
@mariejo74206645
@gary_rose
@utopianindigent
@nayrbgo
@marveloussrvs
@marianneehrn

Top Mentioned in G3:
@msisodia
@amitctweets
@smritiirani
@nisaedu
@laqshey
@pmoindia
@drrpnishank
@prakashjavdekar
@realitycheckind
@mnshzz

Top Mentioned in G4:
@betsydevos
@smartdissent

Top Mentioned in G5:
@thecableng
@waecnigeria

Top Mentioned in G6:
@morton201

Top Mentioned in G7:
@adam_voigt

Top Mentioned in G8:
@npr_ed
@anya1anya
@luckymamaj
@nysut
@nysednews
@ptaregion
@nyspta
@caradale
@jillianforstadt
@nvradenburg

Top Mentioned in G9:
@old_oakprimary
@the_ipc
@mayorsfund
@hobbycraft
@westlondonzone
@twinklresources
@educationgovuk
@clpe1
@michaelaccx
@nhsuk

Top Mentioned in G10:
@1986kreations

Top Tweeters
Top Tweeters in Entire Graph:
@yuuji_k1
@indianexpress
@andrewmorrisuk
@nytimes
@marting8177
@beccanalia
@cnbc
@aspiemum
@politico
@mormorjan

Top Tweeters in G1:
@cnbc
@ap
@npr
@ilona84010600
@spark_radio_net
@educationweek
@timeshighered
@thisweekinnepal
@brookingsinst
@drrlofthouse

Top Tweeters in G2:
@utopianindigent
@playdaysrunways
@myarklamiss
@bermaninstitute
@zarbantu
@humanvisionary
@mariejo74206645
@beercigarscotch
@nayrbgo
@peterliucagov18

Top Tweeters in G3:
@indianexpress
@meetasengupta
@realitycheckind
@tvmohandaspai
@swarajyamag
@iyeranon
@smritiirani
@repeal93rda
@shankkaraiyar
@drrpnishank

Top Tweeters in G4:
@beccanalia
@tesscatbird
@megaera17
@damkina
@smartdissent
@pinkdogwood770
@c2_shiningc
@marianmme16513
@susanscastillo
@monkeys2fly

Top Tweeters in G5:
@ph3mmie
@olusegunfadipe2
@lettylakesyde
@thecableng
@shrtblakboi
@ramanibilikis
@olafresh98
@oluwajat
@ezumah_wisdom
@vinimowo

Top Tweeters in G6:
@berwynsouth100
@not_epic_games
@joshmcmaho
@morton201
@beamaldo310
@mmmaggos
@orangecrush4
@giannamt
@natalie_perejda
@anthonylbbh

Top Tweeters in G7:
@natashainoz
@adam_voigt
@ahails
@stuart_musgrave
@barbanie
@rubengao
@flochen19
@miss_s_d
@shaz_harro
@drkw12

Top Tweeters in G8:
@nysut
@nygovcuomo
@anya1anya
@nyspta
@nysednews
@nvradenburg
@caradale
@luckymamaj
@npr_ed
@byrnelearning

Top Tweeters in G9:
@twinklresources
@clpe1
@educationgovuk
@nhsuk
@hobbycraft
@mayorsfund
@the_ipc
@tectonicplateuk
@the
@katedolleymore

Top Tweeters in G10:
@marting8177
@mormorjan
@krasnayadolls
@modernhousebout
@mommaparker2
@annfaramus
@ckwlpn
@1986kreations
@tgochange
@marketeergratis


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