schoolclosure, Twitter, 9/16/2021 9:34:51 AM, 262175


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schoolclosure_2021-09-16_00-34-17.xlsx
schoolclosure_2021-09-16_00-34-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
schoolclosure via NodeXL https://bit.ly/3zdlOg3
@thirdviewinfo
@newindianxpress
@intl_ed_news
@sushmitharam
@ranjim
@mukonyeziricha3
@educacultura
@wbg_education
@_learningportal
@ekjeffers_phd

Top hashtags:
#schoolclosure
#covid19
#education
#onlinelearning
#covid

Description:
Description
The graph represents a network of 198 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, 16 September 2021 at 07:34 UTC.

The requested start date was Thursday, 16 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 74-day, 8-hour, 12-minute period from Saturday, 03 July 2021 at 10:19 UTC to Wednesday, 15 September 2021 at 18:31 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 : 198
Unique Edges : 140
Edges With Duplicates : 136
Total Edges : 276
Number of Edge Types : 5
Tweet : 54
Replies to : 11
Mentions : 85
Retweet : 55
MentionsInRetweet : 71
Self-Loops : 55
Reciprocated Vertex Pair Ratio : 0.0410958904109589
Reciprocated Edge Ratio : 0.0789473684210526
Connected Components : 67
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 31
Maximum Edges in a Connected Component : 45
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.000978
Graph Density : 0.00389683638414603
Modularity : 0.586789
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 198 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, 16 September 2021 at 07:34 UTC.

The requested start date was Thursday, 16 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 74-day, 8-hour, 12-minute period from Saturday, 03 July 2021 at 10:19 UTC to Wednesday, 15 September 2021 at 18:31 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:
[3] http://covid19.uis.unesco.org/disruptions-due-to-school-closures/
[3] https://www.craighuey.com/larry-elder-open-letter-to-those-who-want-to-vote-for-a-different-candidate-to-replace-gavin-newsom-why-larry-over-the-other-46-candidates/
[3] 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/
[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] 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
[2] https://news.un.org/en/story/2021/01/1083262

Top URLs in Tweet in G1:
[3] https://www.craighuey.com/larry-elder-open-letter-to-those-who-want-to-vote-for-a-different-candidate-to-replace-gavin-newsom-why-larry-over-the-other-46-candidates/
[2] https://www.instagram.com/accounts/login/
[1] https://www.theguardian.com/world/2021/jul/04/one-headteachers-week-a-parent-says-their-child-had-a-positive-test-here-we-go-again
[1] http://www.fiverr.com/212620634?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=koyj9N
[1] https://thelogicalindian.com/education/unicef-school-closure-pandemic-learning-loss-29606
[1] https://www.dawn.com/news/1635034/sindh-to-ban-indoor-dining-close-schools-after-uptick-in-covid-cases
[1] https://www.newindianexpress.com/cities/chennai/2021/jul/18/with-schoolclosure-lack-of-gadgets-children-left-to-their-own-devices-2331773.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.newindianexpress.com/cities/chennai/2021/jul/18/with-schoolclosure-lack-of-gadgets-children-left-to-their-own-devices-2331773.html
[1] https://www.youtube.com/watch?v=qtPlU0Z4Zmc&feature=youtu.be

[1] https://twitter.com/the_hindu/status/1420758591758159876

Top URLs in Tweet in G2:
[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.theguardian.com/global-development/2021/sep/06/their-future-could-be-destroyed-the-global-struggle-for-schooling-after-covid-closures
[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.indiatoday.in/education-today/news/story/delhi-govt-decides-to-hold-special-parent-teacher-meeting-parents-to-be-physically-present-at-schools-1821695-2021-07-01?utm_source=twshare&utm_medium=socialicons&utm_campaign=shareurltracking
[1] https://onlinelibrary.wiley.com/doi/10.1002/ijop.12784#.YRR7LztH_DY.twitter

Top URLs in Tweet in G3:
[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 G4:
[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 G6:
[3] http://covid19.uis.unesco.org/disruptions-due-to-school-closures/

Top URLs in Tweet in G7:
[3] https://thedocs.worldbank.org/en/doc/ad051a46025d91c1ba43fcfda04bb9b4-0090012021/original/Communication-21-5-2021.pdf
[1] https://twitter.com/i/web/status/1414253508673540096

Top URLs in Tweet in G8:
[1] https://algebra.org/wp/bob-moses/

Top URLs in Tweet in G9:
[1] https://twitter.com/fourwinns298/status/1425173388578934791
[1] https://twitter.com/ColinDMello/status/1425178846916136961

Top Domains
Top Domains in Tweet in Entire Graph:
[15] twitter.com
[5] newindianexpress.com
[4] facebook.com
[4] co.uk
[3] unesco.org
[3] craighuey.com
[3] google.com
[3] mailchi.mp
[3] apnews.com
[3] worldbank.org

Top Domains in Tweet in G1:
[4] twitter.com
[3] mailchi.mp
[3] craighuey.com
[2] instagram.com
[2] newindianexpress.com
[2] youtube.com
[1] theguardian.com
[1] fiverr.com
[1] thelogicalindian.com
[1] dawn.com

Top Domains in Tweet in G2:
[3] apnews.com
[2] hindustantimes.com
[2] news18.com
[2] edsource.org
[1] theguardian.com
[1] wordpress.com
[1] twitter.com
[1] indiatoday.in
[1] wiley.com
[1] brookings.edu

Top Domains in Tweet in G3:
[2] un.org
[1] newindianexpress.com
[1] co.uk

Top Domains in Tweet in G4:
[2] newindianexpress.com

Top Domains in Tweet in G6:
[3] unesco.org

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

Top Domains in Tweet in G8:
[1] algebra.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[102] schoolclosure
[45] covid19
[10] education
[10] onlinelearning
[8] covid
[7] students
[6] schoolreopening
[6] children
[6] remotelearning
[6] lockdown



Top Hashtags in Tweet in G1:
[29] schoolclosure
[7] covid19
[4] covid
[3] covid_19
[3] californiadreams
[3] calvarychapel
[2] learning
[2] digitaldivide
[2] deltavariant
[2] schoolreopening

Top Hashtags in Tweet in G2:
[12] schoolclosure
[8] covid19
[5] onlinelearning
[3] edtech
[3] pandemic
[3] india
[3] us
[2] srilanka
[2] internet
[2] children

Top Hashtags in Tweet in G3:
[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 G5:
[1] lockdownextension
[1] schoolreopen
[1] schoolclosure

Top Hashtags in Tweet in G6:
[9] covid19
[3] schoolclosure

Top Hashtags in Tweet in G7:
[14] covid19
[11] schoolclosure
[3] distancelearning

Top Hashtags in Tweet in G8:
[6] nolaed
[6] privatization
[6] schoolclosure
[1] qualityed
[1] constitutionalright
[1] silencedhistory

Top Hashtags in Tweet in G9:
[4] drkeiranmoore
[3] fordthwave
[3] lockdownagain
[2] schoolclosure
[1] fourthwave
[1] lockdown

Top Hashtags in Tweet in G10:
[4] hpv
[4] teenageboosters
[4] schoolclosure
[1] isolation
[1] catchups

Top Words
Top Words in Tweet in Entire Graph:
[102] #schoolclosure
[45] #covid19
[35] school
[23] during
[22] learning
[19] important
[19] education
[18] children
[16] schools
[16] access

Top Words in Tweet in G1:
[29] #schoolclosure
[7] #covid19
[6] school
[4] #covid
[4] kids
[4] کا
[4] क
[3] #covid_19
[3] schools
[3] children

Top Words in Tweet in G2:
[12] #schoolclosure
[9] schools
[8] #covid19
[5] #onlinelearning
[5] school
[5] year
[4] intl_ed_news
[3] challenges
[3] getting
[3] online

Top Words in Tweet in G3:
[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 G4:
[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 G6:
[12] use
[12] learning
[12] measures
[9] interested
[9] key
[9] findings
[9] #covid19
[9] school
[9] closures
[9] remote

Top Words in Tweet in G7:
[17] important
[14] during
[14] #covid19
[14] especially
[14] education
[14] officials
[14] manage
[14] communications
[11] #schoolclosure
[9] wbg_education

Top Words in Tweet in G8:
[13] black
[6] #nolaed
[6] top
[6] terminating
[6] eds
[6] forced
[6] #privatization
[6] #schoolclosure
[6] squeezing
[5] ekjeffers_phd

Top Words in Tweet in G9:
[4] ontariopcparty
[4] #drkeiranmoore
[3] fail
[3] #fordthwave
[3] fordnation
[3] #lockdownagain
[2] schmoopgirl
[2] #schoolclosu
[2] #schoolclosure
[2] another

Top Words in Tweet in G10:
[4] end
[4] term
[4] child
[4] missed
[4] vaccinations
[4] #hpv
[4] #teenageboosters
[4] due
[4] #schoolclosure
[3] sw_hants_imms

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[16] during,#covid19
[14] #covid19,especially
[14] especially,important
[14] important,education
[14] education,officials
[14] officials,manage
[14] manage,communications
[13] school,closures
[12] learning,measures
[11] communications,#schoolclosure

Top Word Pairs in Tweet in G1:
[3] larry,elder
[3] elder,elected
[3] elected,over
[3] over,46
[3] 46,#californiadreams
[3] #californiadreams,#calvarychapel
[2] school,closure
[2] #deltavariant,#schoolclosure
[2] #covid19,#schoolclosure
[2] بند,رکھنے

Top Word Pairs in Tweet in G2:
[3] getting,online
[3] #schoolclosure,#covid19
[2] #srilanka,challenges
[2] challenges,getting
[2] online,ap
[2] ap,#onlinelearning
[2] #onlinelearning,#edtech
[2] #edtech,#internet
[2] go,on'
[2] on',calls

Top Word Pairs in Tweet in G3:
[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 G4:
[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 G6:
[12] learning,measures
[9] interested,key
[9] key,findings
[9] findings,#covid19
[9] #covid19,school
[9] school,closures
[9] closures,use
[9] use,remote
[9] remote,learning
[9] measures,globally

Top Word Pairs in Tweet in G7:
[14] during,#covid19
[14] #covid19,especially
[14] especially,important
[14] important,education
[14] education,officials
[14] officials,manage
[14] manage,communications
[11] communications,#schoolclosure
[8] wbg_education,during
[3] #schoolclosure,re

Top Word Pairs in Tweet in G8:
[6] #nolaed,top
[6] top,terminating
[6] terminating,black
[6] black,eds
[6] eds,forced
[6] forced,#privatization
[6] #privatization,black
[6] black,#schoolclosure
[6] #schoolclosure,squeezing
[5] ekjeffers_phd,#nolaed

Top Word Pairs in Tweet in G9:
[3] fail,#fordthwave
[3] #fordthwave,ontariopcparty
[3] ontariopcparty,fordnation
[3] fordnation,#drkeiranmoore
[3] #drkeiranmoore,#lockdownagain
[2] schmoopgirl,fail
[2] #lockdownagain,#schoolclosu

Top Word Pairs in Tweet in G10:
[4] end,term
[4] term,child
[4] child,missed
[4] missed,vaccinations
[4] vaccinations,#hpv
[4] #hpv,#teenageboosters
[4] #teenageboosters,due
[4] due,#schoolclosure
[3] sw_hants_imms,end

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wbg_education
@_learningportal
@une
@ekjeffers_phd
@un
@intl_ed_news
@thirdviewinfo
@ontariopcparty
@meetasengupta
@unescostat

Top Mentioned in G1:
@ourpatriot2020

Top Mentioned in G2:
@un
@intl_ed_news
@ap
@httweets
@edsource
@guardiannews
@indiatoday
@cnnnews18
@antonioguterres

Top Mentioned in G3:
@thirdviewinfo
@meetasengupta
@subirshukla
@jaimesaavedra22
@mehtasumeet
@meenmenon
@anindasardar
@dasguptanandini
@aboutimpact
@girishmenonstir

Top Mentioned in G4:
@ranjim
@sushmitharam
@newindianxpress
@krithika_writes
@xpresstn
@kponmudimla
@mkstalin
@cmotamilnadu

Top Mentioned in G5:
@rukunyalx
@theonlyjoelo
@jhean_ie
@koma_flemmings
@aherezajanice
@lizziepandabet1
@akech_andrew
@frank_muhanguzi
@kingsula11

Top Mentioned in G6:
@_learningportal
@une
@unescostat

Top Mentioned in G7:
@wbg_education
@gpforeducation

Top Mentioned in G8:
@ekjeffers_phd

Top Mentioned in G9:
@ontariopcparty
@fordnation
@schmoopgirl

Top Mentioned in G10:
@sw_hants_imms
@hantsfamilies
@southern_nhsft

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@independent
@httweets
@indiatoday
@chuddles11
@cnnnews18
@newindianxpress
@nytimes
@safetymentalst
@charlesmunn1

Top Tweeters in G1:
@attachmentmumma
@logicalindians
@bermaninstitute
@gtvnetworkhd
@gadgetsupdate1
@khabarhub_eng
@nnslonline
@k_tishb
@mlchandler01
@drdavidpowers

Top Tweeters in G2:
@httweets
@indiatoday
@cnnnews18
@nytimes
@ap
@guardiannews
@polypolilive
@sweetcookiesme
@scotnational
@brookingsinst

Top Tweeters in G3:
@independent
@meetasengupta
@masalabai
@joshuaseigal
@anindasardar
@girishmenonstir
@kioninadine
@loukaparry
@meenmenon
@aboutimpact

Top Tweeters in G4:
@newindianxpress
@ejamshed
@xpresstn
@pondychesiva
@ranjim
@kmdharan
@cmotamilnadu
@mkstalin
@krithika_writes
@kponmudimla

Top Tweeters in G5:
@kingsula11
@akech_andrew
@aherezajanice
@frank_muhanguzi
@koma_flemmings
@rukunyalx
@theonlyjoelo
@aggreytim
@jhean_ie
@lizziepandabet1

Top Tweeters in G6:
@unescostat
@pedalcam
@ukfiet
@real_centre
@healthedures
@_learningportal
@accemakers
@une

Top Tweeters in G7:
@distancelrnbot
@gpforeducation
@catheducation
@wbg_education
@onlinehubng
@diegolunabaz
@schraderking

Top Tweeters in G8:
@fuuno
@nolaed4liberat1
@open_nola
@orleans05
@ekjeffers_phd
@cutnokenneth

Top Tweeters in G9:
@chuddles11
@schmoopgirl
@l27722
@ontariopcparty
@fordnation

Top Tweeters in G10:
@saphnasharonobe
@southern_nhsft
@charl_walk
@sw_hants_imms
@hantsfamilies


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