schoolclosure, Twitter, 9/19/2020 3:19:44 AM, 235447


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schoolclosure_2020-09-18_20-10-57.xlsx
schoolclosure_2020-09-18_20-10-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2020
Short Description:
schoolclosure via NodeXL https://bit.ly/32HlkSo
@intl_ed_news
@indianexpress
@raghavsharma83
@pmoindia
@nisaedu
@amitctweets
@pratham_india
@nytimes
@real_centre
@betsydevos

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

Description:
Description
The graph represents a network of 658 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, 19 September 2020 at 03:12 UTC.

The requested start date was Saturday, 19 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 79-day, 17-hour, 0-minute period from Wednesday, 01 July 2020 at 02:00 UTC to Friday, 18 September 2020 at 19:00 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 : 658
Unique Edges : 394
Edges With Duplicates : 824
Total Edges : 1218
Number of Edge Types : 5
Mentions : 212
Retweet : 324
MentionsInRetweet : 408
Tweet : 258
Replies to : 16
Self-Loops : 273
Reciprocated Vertex Pair Ratio : 0.0266429840142096
Reciprocated Edge Ratio : 0.0519031141868512
Connected Components : 188
Single-Vertex Connected Components : 86
Maximum Vertices in a Connected Component : 135
Maximum Edges in a Connected Component : 293
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.561559
Graph Density : 0.00133701591002669
Modularity : 0.505037
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 658 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, 19 September 2020 at 03:12 UTC.

The requested start date was Saturday, 19 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 79-day, 17-hour, 0-minute period from Wednesday, 01 July 2020 at 02:00 UTC to Friday, 18 September 2020 at 19:00 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:
[47] 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://www.edweek.org/ew/articles/2020/08/27/unicef-a-third-of-worlds-children_ap.html?cmp=soc-twitter-shr
[5] https://www.ukfiet.org/2020/nepals-response-to-school-closures-mapping-equity-and-inclusion/
[5] https://www.ukfiet.org/2020/how-parents-are-supporting-their-childrens-learning-during-the-covid-19-pandemic-in-nigeria/
[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
[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:
[4] https://www.marketwatch.com/story/children-with-poorer-parents-suffer-more-how-could-school-closures-affect-a-students-future-earnings-potential-heres-one-theory-2020-09-09
[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

Top URLs in Tweet in G2:
[5] https://www.ukfiet.org/2020/how-parents-are-supporting-their-childrens-learning-during-the-covid-19-pandemic-in-nigeria/
[5] https://www.ukfiet.org/2020/nepals-response-to-school-closures-mapping-equity-and-inclusion/
[5] https://www.edweek.org/ew/articles/2020/08/27/unicef-a-third-of-worlds-children_ap.html?cmp=soc-twitter-shr
[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
[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.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.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 G3:
[47] 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 G4:
[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 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:
[102] twitter.com
[47] smartdissent.com
[47] apple.com
[23] thecable.ng
[12] ukfiet.org
[12] instagram.com
[7] youtube.com
[6] apnews.com
[5] edweek.org
[5] cnbc.com

Top Domains in Tweet in G1:
[32] twitter.com
[12] instagram.com
[4] marketwatch.com
[3] mailchi.mp
[3] pisanacademy.com
[2] cospaces.io
[2] co.uk
[2] news24.com
[2] scoonews.com
[2] youtube.com

Top Domains in Tweet in G2:
[14] twitter.com
[12] ukfiet.org
[6] apnews.com
[5] cnbc.com
[5] edweek.org
[4] wise-qatar.org
[4] chalkbeat.org
[4] hechingerreport.org
[4] internationalednews.com
[4] npr.org

Top Domains in Tweet in G3:
[47] smartdissent.com
[1] twitter.com

Top Domains in Tweet in G4:
[1] indiatimes.com
[1] youtube.com
[1] indianexpress.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:
[377] schoolclosure
[108] education
[105] covid19
[63] school
[50] homelearning
[37] parents
[36] math
[34] homeschooling
[34] literacy
[33] maths



Top Hashtags in Tweet in G1:
[92] schoolclosure
[15] covid19
[14] lockdown
[13] education
[10] flashback
[10] dramaarchive
[7] theatre
[7] drama
[6] pandemic
[6] homeschool

Top Hashtags in Tweet in G2:
[48] covid19
[46] schoolclosure
[22] education
[13] remotelearning
[7] pandemic
[7] schoolreopening
[6] uk
[6] onlinelearning
[6] learning
[5] us

Top Hashtags in Tweet in G3:
[47] education
[5] smartdissent
[5] educationinthetimeofcovid
[5] schoolclosure

Top Hashtags in Tweet in G4:
[12] schoolclosure
[8] rte
[8] nisa
[2] education
[1] nep2020
[1] educationreality
[1] scraprte
[1] fundstudents
[1] sos
[1] saveeducation

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:
[377] #schoolclosure
[162] school
[144] schools
[108] #education
[102] #covid19
[72] link
[63] #school
[62] closed
[53] power
[52] learning

Top Words in Tweet in G1:
[92] #schoolclosure
[38] school
[28] day
[18] closure
[15] #covid19
[15] lockdown
[14] schools
[14] #lockdown
[13] #education
[13] year

Top Words in Tweet in G2:
[46] #schoolclosure
[45] #covid19
[39] intl_ed_news
[24] school
[22] #education
[19] learning
[14] education
[13] #remotelearning
[12] during
[12] children

Top Words in Tweet in G3:
[47] icymi
[47] betsydevos
[47] given
[47] power
[47] waive
[47] special
[47] #education
[47] schools
[47] closed
[47] link

Top Words in Tweet in G4:
[12] #schoolclosure
[11] msisodia
[9] amitctweets
[9] due
[9] smritiirani
[8] believe
[8] #rte
[8] unreal
[8] watch
[8] video

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:
[56] schools,closed
[47] icymi,betsydevos
[47] betsydevos,given
[47] given,power
[47] power,waive
[47] waive,special
[47] special,#education
[47] #education,schools
[47] closed,link
[41] smartdissent,icymi

Top Word Pairs in Tweet in G1:
[18] school,closure
[13] lockdown,day
[13] closure,day
[12] #lockdown,#schoolclosure
[10] #schoolclosure,#flashback
[10] #flashback,#dramaarchive
[9] six,months
[8] months,#schoolclosure
[8] #schoolclosure,result
[8] result,average

Top Word Pairs in Tweet in G2:
[10] #schoolclosure,#covid19
[9] #covid19,#schoolclosure
[8] school,closures
[7] #education,#schoolclosure
[6] learning,during
[6] during,#covid19
[6] access,remote
[6] remote,learning
[5] #education,#covid19
[5] parents,supporting

Top Word Pairs in Tweet in G3:
[47] icymi,betsydevos
[47] betsydevos,given
[47] given,power
[47] power,waive
[47] waive,special
[47] special,#education
[47] #education,schools
[47] schools,closed
[47] closed,link
[41] smartdissent,icymi

Top Word Pairs in Tweet in G4:
[8] believe,#schoolclosure
[8] #schoolclosure,due
[8] due,#rte
[8] #rte,unreal
[8] unreal,watch
[8] watch,video
[8] video,smritiirani
[8] smritiirani,msisodia
[8] msisodia,#nisa
[7] amitctweets,believe

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:
@betsydevos
@smartdissent
@intl_ed_news
@thecableng
@morton201
@adam_voigt
@pratham_india
@msisodia
@1986kreations
@amitctweets

Top Mentioned in G1:
@cospaces_edu
@mariejo74206645
@gary_rose
@utopianindigent
@nayrbgo
@marveloussrvs
@marianneehrn

Top Mentioned in G2:
@intl_ed_news
@ukfiet
@ap
@officegsbrown
@icseiglobal
@edchangesig
@hechingerreport
@wise_tweets
@chalkbeat

Top Mentioned in G3:
@betsydevos
@smartdissent

Top Mentioned in G4:
@msisodia
@amitctweets
@smritiirani
@nisaedu
@pmoindia
@laqshey
@drrpnishank
@prakashjavdekar
@realitycheckind
@mnshzz

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
@bbcnews
@nytimes
@marting8177
@beccanalia
@aspiemum
@cnbc
@financialxpress

Top Tweeters in G1:
@utopianindigent
@myarklamiss
@bermaninstitute
@tomtolkien
@chynared23
@zarbantu
@humanvisionary
@mariejo74206645
@beercigarscotch
@nayrbgo

Top Tweeters in G2:
@bbcnews
@cnbc
@financialxpress
@ap
@fastcompany
@npr
@ilona84010600
@spark_radio_net
@educationweek
@timeshighered

Top Tweeters in G3:
@beccanalia
@ghostdansing
@tesscatbird
@megaera17
@damkina
@smartdissent
@af7qp
@pinkdogwood770
@c2_shiningc
@marianmme16513

Top Tweeters in G4:
@indianexpress
@meetasengupta
@realitycheckind
@tvmohandaspai
@swarajyamag
@iyeranon
@smritiirani
@repeal93rda
@drrpnishank
@shankkaraiyar

Top Tweeters in G5:
@ph3mmie
@lettylakesyde
@olusegunfadipe2
@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
@stuart_musgrave
@adam_voigt
@ahails
@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
@the
@katedolleymore
@tectonicplateuk

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