schoolclosure, Twitter, 9/9/2021 8:22:45 AM, 261574


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schoolclosure_2021-09-09_00-34-17.xlsx
schoolclosure_2021-09-09_00-34-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 09, 2021
Short Description:
schoolclosure via NodeXL https://bit.ly/3lb067o
@gciswestrand
@dbe_sa
@intl_ed_news
@section27news
@thirdviewinfo
@telegraph
@laudiumsun
@newindianxpress
@parents_utd
@kimmie_roosa

Top hashtags:
#schoolclosure
#covid19
#alertlevel4
#staysafe
#onlinelearning

Description:
Description
The graph represents a network of 319 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 Thursday, 09 September 2021 at 07:35 UTC.

The requested start date was Thursday, 09 September 2021 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 97-day, 13-hour, 7-minute period from Tuesday, 01 June 2021 at 05:52 UTC to Monday, 06 September 2021 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 : 319
Unique Edges : 231
Edges With Duplicates : 312
Total Edges : 543
Number of Edge Types : 5
Mentions : 127
Replies to : 17
Retweet : 127
MentionsInRetweet : 185
Tweet : 87
Self-Loops : 87
Reciprocated Vertex Pair Ratio : 0.0315789473684211
Reciprocated Edge Ratio : 0.0612244897959184
Connected Components : 88
Single-Vertex Connected Components : 45
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 119
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.627419
Graph Density : 0.00289820784290531
Modularity : 0.562253
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 319 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 Thursday, 09 September 2021 at 07:35 UTC.

The requested start date was Thursday, 09 September 2021 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 97-day, 13-hour, 7-minute period from Tuesday, 01 June 2021 at 05:52 UTC to Monday, 06 September 2021 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:
[5] https://cenadvisory.blogspot.com/search/label/CEN%20ACTIVE%20Threat%20News
[4] https://drive.google.com/file/d/133Zr3iTj7IBo1DlckUqi6dV7OBAhfMxi/view?usp=sharing
[3] https://www.newindianexpress.com/cities/chennai/2021/jul/18/with-schoolclosure-lack-of-gadgets-children-left-to-their-own-devices-2331773.html
[3] https://thedocs.worldbank.org/en/doc/ad051a46025d91c1ba43fcfda04bb9b4-0090012021/original/Communication-21-5-2021.pdf
[3] https://en.baaghitv.com/does-school-closure-give-us-the-power-to-provide-facilities-like-other-countries/
[3] https://www.kentonline.co.uk/kent/news/nearly-12-000-pupils-not-in-class-because-of-covid-249790/
[2] http://edsource.org/?page_id=659442
[2] https://www.news18.com/news/education-career/25-million-children-may-never-return-to-schools-un-secretary-general-antonio-guterres-4035224.html
[2] http://covid19.uis.unesco.org/disruptions-due-to-school-closures/
[2] https://www.theepochtimes.com/mkt_morningbrief/nih-director-admits-school-mask-mandates-are-not-based-on-data-of-covid-19s-effect-on-children_3952495.html?utm_source=morningbriefnoe&utm_medium=email2&utm_campaign=mb-2021-08-18&mktids=34cc47e2b98216ade8f36b902458e83e&est=vh8k2sxf0jGSWb4gOmZ6IReNOY9vNsfQ3Z9jqlsvambowwkuHacO%2BZXA0uPhj7dUOF1S6beL

Top URLs in Tweet in G1:
[2] https://www.instagram.com/accounts/login/
[1] https://www.amazon.co.uk/Energy-Eft-Teenagers-Happiness-Techniques/dp/1908269650/
[1] https://www.kahawatungu.com/nyandaruas-uhuru-primary-school-closed-as-pupils-test-positive-for-covid-19/?utm_source=dlvr.it&utm_medium=twitter
[1] https://cenadvisory.blogspot.com/search/label/CEN%20ACTIVE%20Threat%20News
[1] https://www.ptcnews.tv/centre-releases-guidelines-for-parents-for-home-based-learning-during-school-closure/
[1] https://twitter.com/Kyra_Aleta/status/1406678220624306183
[1] https://whova.com/portal/webapp/njcn_202106/
[1] https://whova.com/webapp/promo/opengraph/7JycoFmcl9FcpNGd1JXZioDIigGd0B3c68yLkFzalVHdolXNzhjNjhjLjx2b1RmZy9mb05iblR3LzRXY0l2YvUmdl5GdvMHbpRWZv4maj52XyAjMxAjNvYWdsx2Xt5iYuAXYyFGZvd3crl2XxYjM0YTM2IjM38FMuoGcldmIsAiIkV2cjJiOgISatF2ZlJCLgICd5BXZioDIicXZiNXa0VmIsAiIzhWYyV2X1JHbioDIigGd0B3c68yLkFzalVHdolXNzhjNjhjLjx2b1RmZy9mb05iblR3LzRXY0l2YvUmdl5GdvMHbpRWZv4maj52XyAjMxAjNvYWdsx2Xt5iYuAXYyFGZvd3crl2XxYjM0YTM2IjM38FMuoGcldmIsAiI0lGdsVmI6AiIOVGd39mcrNHIyAjMxISf/
[1] http://schoolclosure.ils.uw.edu.pl/publications/
[1] https://twitter.com/i/web/status/1409203808836665346

Top URLs in Tweet in G2:
[2] https://www.telegraph.co.uk/global-health/science-and-disease/covid-school-closures-poorer-countriescould-affect-generation/
[2] https://apnews.com/article/lifestyle-health-education-coronavirus-pandemic-sri-lanka-6f822d1e3d78314d4505cf1dde747e15
[2] https://www.hindustantimes.com/world-news/this-can-t-go-on-un-calls-for-covid-closed-schools-to-reopen-asap-101627393113643.html?utm_source=twitter
[2] https://www.news18.com/news/education-career/25-million-children-may-never-return-to-schools-un-secretary-general-antonio-guterres-4035224.html
[2] http://edsource.org/?page_id=659442
[1] https://www.nytimes.com/2021/09/01/podcasts/the-daily/schools-coronavirus-delta-variant.html?via
[1] https://gemreportunesco.wordpress.com/2021/07/16/the-power-of-radio-in-sierra-leone-ensuring-no-child-is-left-behind/
[1] https://twitter.com/i/web/status/1419628792251777029
[1] https://apnews.com/article/health-mexico-caribbean-pandemics-coronavirus-pandemic-8a01177448d9cb09ed00f06dd6ff2c58
[1] https://www.theguardian.com/politics/2021/jun/02/education-recovery-chief-kevan-collins-quit-english-schools-catch-up-row

Top URLs in Tweet in G4:
[1] https://www.news24.com/parent/learn/their-hope-to-escape-poverty-is-through-education-how-a-local-npo-tutored-over-240-students-using-whatsapp-20210805
[1] https://twitter.com/i/web/status/1409439835178377221
[1] https://twitter.com/i/web/status/1409440100090580994
[1] https://twitter.com/i/web/status/1409444486703427585

Top URLs in Tweet in G5:
[2] https://news.un.org/en/story/2021/01/1083262
[1] https://www.newindianexpress.com/nation/2021/jul/13/school-closure-onein-threecountries-not-implementing-programmes-to-mitigate-learning-loss-says-r-2329614.html
[1] https://www.independent.co.uk/news/world/covid-india-school-children-pandemic-b1876915.html

Top URLs in Tweet in G6:
[3] https://www.kentonline.co.uk/kent/news/nearly-12-000-pupils-not-in-class-because-of-covid-249790/
[1] https://www.kentonline.co.uk/sittingbourne/news/260-pupils-sent-home-to-isolate-250505/
[1] https://twitter.com/i/web/status/1409538362164318209

Top URLs in Tweet in G7:
[1] https://theprint.in/yourturn/yourturn-subscriberwrites-education-debate-focused-on-class-12-10-but-closing-primary-schools-has-been-a-disaster/676699/

Top URLs in Tweet in G8:
[2] https://www.newindianexpress.com/cities/chennai/2021/jul/18/with-schoolclosure-lack-of-gadgets-children-left-to-their-own-devices-2331773.html

Top URLs in Tweet in G10:
[3] https://thedocs.worldbank.org/en/doc/ad051a46025d91c1ba43fcfda04bb9b4-0090012021/original/Communication-21-5-2021.pdf
[1] https://twitter.com/i/web/status/1409920104645730304
[1] https://twitter.com/i/web/status/1414253508673540096

Top Domains
Top Domains in Tweet in Entire Graph:
[24] twitter.com
[10] co.uk
[5] newindianexpress.com
[5] blogspot.com
[4] google.com
[4] youtube.com
[4] facebook.com
[3] wiley.com
[3] mailchi.mp
[3] apnews.com

Top Domains in Tweet in G1:
[6] twitter.com
[3] mailchi.mp
[2] whova.com
[2] instagram.com
[2] fiverr.com
[2] newindianexpress.com
[2] youtube.com
[1] co.uk
[1] kahawatungu.com
[1] blogspot.com

Top Domains in Tweet in G2:
[3] apnews.com
[2] co.uk
[2] hindustantimes.com
[2] news18.com
[2] edsource.org
[1] nytimes.com
[1] wordpress.com
[1] twitter.com
[1] theguardian.com
[1] thestar.com

Top Domains in Tweet in G4:
[3] twitter.com
[1] news24.com

Top Domains in Tweet in G5:
[2] un.org
[1] newindianexpress.com
[1] co.uk

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

Top Domains in Tweet in G7:
[1] theprint.in

Top Domains in Tweet in G8:
[2] newindianexpress.com

Top Domains in Tweet in G10:
[3] worldbank.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[201] schoolclosure
[60] covid19
[28] alertlevel4
[25] staysafe
[13] onlinelearning
[10] education
[8] children
[8] school
[7] pandemic
[7] covid



Top Hashtags in Tweet in G1:
[42] schoolclosure
[11] covid19
[4] school
[4] covid
[3] term3
[3] onlinelearning
[2] parents
[2] children
[2] coronavirus
[2] lockdown

Top Hashtags in Tweet in G2:
[15] schoolclosure
[12] covid19
[4] onlinelearning
[4] india
[3] pandemic
[3] edtech
[3] us
[2] sierraleone
[2] srilanka
[2] internet

Top Hashtags in Tweet in G3:
[23] alertlevel4
[23] schoolclosure
[23] staysafe

Top Hashtags in Tweet in G4:
[11] schoolclosure
[4] lockdownlevel4
[1] poverty
[1] covid
[1] alertlevel4
[1] staysafe
[1] covid19sa
[1] 3rdwave
[1] ramaphosa
[1] zwelimkhize

Top Hashtags in Tweet in G5:
[3] schoolclosure
[2] middaymeal
[2] nutrition
[2] wfp
[1] countries
[1] mitigate
[1] learningloss
[1] icds
[1] schoolmeals
[1] unicef

Top Hashtags in Tweet in G6:
[4] schoolclosure
[3] kent

Top Hashtags in Tweet in G7:
[10] schoolclosure

Top Hashtags in Tweet in G9:
[1] lockdownextension
[1] schoolreopen
[1] schoolclosure

Top Hashtags in Tweet in G10:
[18] covid19
[14] schoolclosure
[3] distancelearning

Top Words
Top Words in Tweet in Entire Graph:
[201] #schoolclosure
[82] school
[60] #covid19
[51] 19
[47] schools
[41] july
[40] winter
[38] education
[35] 2021
[31] during

Top Words in Tweet in G1:
[42] #schoolclosure
[15] school
[11] #covid19
[7] closed
[4] #school
[4] today
[4] 2021
[4] #covid
[4] kids
[3] #term3

Top Words in Tweet in G2:
[15] #schoolclosure
[12] #covid19
[11] schools
[8] school
[5] year
[5] intl_ed_news
[4] #onlinelearning
[4] online
[4] #india
[4] children

Top Words in Tweet in G3:
[23] #alertlevel4
[23] #schoolclosure
[23] winter
[23] school
[23] break
[23] end
[23] 19
[23] july
[23] 2021
[23] #staysafe

Top Words in Tweet in G4:
[23] section27news
[20] schools
[15] 19
[15] july
[14] winter
[13] public
[13] closing
[13] week
[13] earlier
[13] come

Top Words in Tweet in G5:
[4] thirdviewinfo
[4] education
[4] expert
[4] meetasengupta
[4] once
[4] online
[4] learning
[4] such
[4] concept
[4] backbench

Top Words in Tweet in G6:
[6] parents_utd
[4] #schoolclosure
[3] #kent
[3] stoicold
[3] telegraph
[3] safeedforall_uk
[3] schoolsweek
[3] karamballes
[3] ukactionteam
[3] gavinwilliamson

Top Words in Tweet in G7:
[10] thank
[10] shekhargupta
[10] theprintindia
[10] publishing
[10] piece
[10] #schoolclosure
[10] education
[10] debate
[10] focused
[10] class

Top Words in Tweet in G8:
[6] access
[3] main
[3] intervention
[3] govt
[3] programming
[3] kalvi
[3] tv
[3] students
[3] instead
[3] kids

Top Words in Tweet in G10:
[21] important
[18] during
[18] #covid19
[18] especially
[18] education
[18] officials
[18] manage
[18] communications
[14] #schoolclosure
[12] wbg_education

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] 19,july
[26] #schoolclosure,winter
[25] #alertlevel4,#schoolclosure
[25] break,end
[25] end,19
[24] winter,school
[24] school,break
[24] july,2021
[24] 2021,#staysafe
[23] gciswestrand,#alertlevel4

Top Word Pairs in Tweet in G1:
[3] #covid19,#schoolclosure
[3] #term3,#schoolclosure
[3] #schoolclosure,#onlinelearning
[3] school,closures
[2] online,learning
[2] school,closed
[2] ccprep,closed
[2] #schoolreopen,#schoolclosure
[2] #quarantinelife,#coronavirusoutbreak
[2] #coronavirusoutbreak,#borisresign

Top Word Pairs in Tweet in G2:
[5] #schoolclosure,#covid19
[3] getting,online
[2] #onlinelearning,#schoolclosure
[2] #covid19,school
[2] school,closures
[2] closures,poorer
[2] poorer,countries
[2] countries,'affect
[2] 'affect,generation
[2] generation,forever'

Top Word Pairs in Tweet in G3:
[23] #alertlevel4,#schoolclosure
[23] #schoolclosure,winter
[23] winter,school
[23] school,break
[23] break,end
[23] end,19
[23] 19,july
[23] july,2021
[23] 2021,#staysafe
[22] gciswestrand,#alertlevel4

Top Word Pairs in Tweet in G4:
[14] 19,july
[13] public,schools
[13] schools,closing
[13] closing,week
[13] week,earlier
[13] earlier,come
[13] come,back
[13] back,winter
[13] winter,vacation
[13] vacation,19

Top Word Pairs in Tweet in G5:
[4] education,expert
[4] expert,meetasengupta
[4] meetasengupta,once
[4] once,online
[4] online,learning
[4] learning,such
[4] such,concept
[4] concept,backbench
[3] thirdviewinfo,education
[2] covid,19

Top Word Pairs in Tweet in G6:
[3] parents_utd,#schoolclosure
[3] #schoolclosure,#kent
[3] stoicold,telegraph
[3] telegraph,safeedforall_uk
[3] safeedforall_uk,parents_utd
[3] parents_utd,schoolsweek
[3] schoolsweek,karamballes
[3] karamballes,ukactionteam
[3] ukactionteam,gavinwilliamson
[2] lottebear99,parents_utd

Top Word Pairs in Tweet in G7:
[10] thank,shekhargupta
[10] shekhargupta,theprintindia
[10] theprintindia,publishing
[10] publishing,piece
[10] piece,#schoolclosure
[10] #schoolclosure,education
[10] education,debate
[10] debate,focused
[10] focused,class
[10] class,12

Top Word Pairs in Tweet in G8:
[3] main,intervention
[3] intervention,govt
[3] govt,programming
[3] programming,kalvi
[3] kalvi,tv
[3] tv,students
[3] students,access
[3] access,instead
[3] instead,kids
[3] access,device

Top Word Pairs in Tweet in G10:
[18] during,#covid19
[18] #covid19,especially
[18] especially,important
[18] important,education
[18] education,officials
[18] officials,manage
[18] manage,communications
[14] communications,#schoolclosure
[11] wbg_education,during
[3] #schoolclosure,re

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gciswestrand
@section27news
@wbg_education
@dbe_sa
@shekhargupta
@theprintindia
@priampillai
@_learningportal
@une
@parents_utd

Top Mentioned in G1:
@biz_education

Top Mentioned in G2:
@intl_ed_news
@un
@ap
@httweets
@edsource
@nytimes
@mikiebarb
@kevinroose
@danagoldstein

Top Mentioned in G3:
@gciswestrand

Top Mentioned in G4:
@section27news
@dbe_sa
@presidencyza
@mthah_sithole
@gciswestrand

Top Mentioned in G5:
@thirdviewinfo
@meetasengupta
@subirshukla
@jaimesaavedra22
@mehtasumeet
@meenmenon
@anindasardar
@dasguptanandini
@aboutimpact
@girishmenonstir

Top Mentioned in G6:
@parents_utd
@telegraph
@safeedforall_uk
@schoolsweek
@karamballes
@ukactionteam
@gavinwilliamson
@lottebear99
@kimmie_roosa
@stoicold

Top Mentioned in G7:
@shekhargupta
@theprintindia
@priampillai

Top Mentioned in G8:
@ranjim
@sushmitharam
@newindianxpress
@krithika_writes
@xpresstn
@kponmudimla
@mkstalin
@cmotamilnadu

Top Mentioned in G9:
@rukunyalx
@theonlyjoelo
@jhean_ie
@koma_flemmings
@aherezajanice
@lizziepandabet1
@akech_andrew
@frank_muhanguzi
@kingsula11

Top Mentioned in G10:
@wbg_education
@gpforeducation

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@independent
@httweets
@indiatoday
@abscbnnews
@chuddles11
@cnnnews18
@ndtv
@guardian
@newindianxpress

Top Tweeters in G1:
@attachmentmumma
@ptcnews
@logicalindians
@bermaninstitute
@kjinvestigator
@gtvnetworkhd
@gadgetsupdate1
@khabarhub_eng
@lynnschore
@k_tishb

Top Tweeters in G2:
@httweets
@indiatoday
@cnnnews18
@ndtv
@guardian
@nytimes
@torontostar
@ap
@polypolilive
@sweetcookiesme

Top Tweeters in G3:
@moushzn
@saps_20023
@ephraimmanamela
@theemzwandile
@thobeka_rare
@capsradiosa
@sellopelo3
@kagisosedikwe
@c_supernerd_k
@nyakallomtolo

Top Tweeters in G4:
@mimzv
@dallacbo
@mashobane61
@steynclan
@carl_ce50
@mandywiener
@section27news
@covidsupportsa
@equal_education
@dbe_sa

Top Tweeters in G5:
@independent
@meetasengupta
@masalabai
@joshuaseigal
@anindasardar
@girishmenonstir
@kioninadine
@loukaparry
@meenmenon
@aboutimpact

Top Tweeters in G6:
@telegraph
@peterandann
@dmodoscutter
@ukactionteam
@karamballes
@schoolsweek
@parents_utd
@becky46832359
@safeedforall_uk
@stoicold

Top Tweeters in G7:
@theprintindia
@kittii31
@shekhargupta
@ombhattacharya
@shaakbhaji
@francis_joseph
@thisisishwar
@anuragbox
@priampillai
@abhishe53923121

Top Tweeters in G8:
@newindianxpress
@ejamshed
@xpresstn
@pondychesiva
@ranjim
@kmdharan
@cmotamilnadu
@mkstalin
@krithika_writes
@kponmudimla

Top Tweeters in G9:
@kingsula11
@akech_andrew
@aherezajanice
@frank_muhanguzi
@koma_flemmings
@rukunyalx
@theonlyjoelo
@aggreytim
@jhean_ie
@lizziepandabet1

Top Tweeters in G10:
@distancelrnbot
@gpforeducation
@catheducation
@wbg_education
@alixrodriguezg
@luizamino
@onlinehubng
@diegolunabaz
@schraderking


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