schoolclosure, Twitter, 10/31/2020 2:06:58 AM, 239213


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schoolclosure_2020-10-30_00-34-17.xlsx
schoolclosure_2020-10-30_00-34-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 31, 2020
Short Description:
schoolclosure via NodeXL https://bit.ly/3oIqPt5
@intl_ed_news
@pratham_india
@betsydevos
@smartdissent
@nytimes
@amitctweets
@agshalelaw
@kioninadine
@nisaedu
@francis_joseph

Top hashtags:
#schoolclosure
#covid19
#education
#school
#coronavirus
#homelearning

Description:
Description
The graph represents a network of 489 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 Friday, 30 October 2020 at 07:35 UTC.

The requested start date was Thursday, 29 October 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 88-day, 18-hour, 43-minute period from Saturday, 01 August 2020 at 00:40 UTC to Wednesday, 28 October 2020 at 19:23 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 : 489
Unique Edges : 318
Edges With Duplicates : 507
Total Edges : 825
Number of Edge Types : 5
Mentions : 166
Tweet : 175
Retweet : 201
MentionsInRetweet : 267
Replies to : 16
Self-Loops : 182
Reciprocated Vertex Pair Ratio : 0.0254452926208651
Reciprocated Edge Ratio : 0.0496277915632754
Connected Components : 163
Single-Vertex Connected Components : 87
Maximum Vertices in a Connected Component : 101
Maximum Edges in a Connected Component : 209
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.14239
Graph Density : 0.00168879278554427
Modularity : 0.529078
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 489 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 Friday, 30 October 2020 at 07:35 UTC.

The requested start date was Thursday, 29 October 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 88-day, 18-hour, 43-minute period from Saturday, 01 August 2020 at 00:40 UTC to Wednesday, 28 October 2020 at 19:23 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:
[39] http://smartdissent.com/article/betsy-devos-given-power-waive-special-education-while-schools-are
[9] https://apps.apple.com/us/app/fine-motor-skills-practice/id880970066
[6] https://apps.apple.com/us/app-bundle/maths-resources-bundle/id1500194664
[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.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

Top URLs in Tweet in G1:
[9] https://apps.apple.com/us/app/fine-motor-skills-practice/id880970066
[6] https://apps.apple.com/us/app-bundle/maths-resources-bundle/id1500194664
[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://pages.edlounge.com/book-a-demo/?utm_source=book-a-demo-twitter&utm_medium=twitter&utm_campaign=book-a-demo-twitter&utm_term=twitter&utm_content=book-a-demo-twitter
[3] https://www.pisanacademy.com/8-steps
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7162753/
[2] https://mailchi.mp/jhu.edu/schoolclosure
[1] https://www.youtube.com/watch?v=qSihzIrW1fY&feature=youtu.be

[1] https://www.youtube.com/watch?v=URT2z1IBIgM&feature=youtu.be

[1] https://www.theeducationmagazine.com/education-now/school-closures-barriers/

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.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.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://www.cnbc.com/2020/09/14/indonesias-education-minister-on-covids-effect-on-students-learning.html?__source=sharebar|twitter&par=sharebar
[2] https://apnews.com/ba81cd9c9d827ee242c59b83c9ab4ba4
[2] https://www.theguardian.com/global-development/2020/oct/05/zimbabwe-teachers-refuse-to-return-to-work-over-low-pay-and-lack-of-sanitation-covid-19?CMP=share_btn_tw

Top URLs in Tweet in G3:
[39] http://smartdissent.com/article/betsy-devos-given-power-waive-special-education-while-schools-are
[1] https://twitter.com/i/web/status/1294071247299588096
[1] https://twitter.com/i/web/status/1311103476169048067

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=aQqv2iq1uwU&feature=youtu.be

[1] https://timesofindia.indiatimes.com/city/delhi/700-unrecognised-schools-to-be-shut/articleshow/71605750.cms

Top URLs in Tweet in G5:
[1] 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
[1] https://twitter.com/i/web/status/1321437490897563656
[1] https://twitter.com/i/web/status/1321453553072795649

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1319251074801229825

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1311551918729318400
[1] https://twitter.com/i/web/status/1311553444692582400
[1] https://twitter.com/i/web/status/1311607736795357184

Top URLs in Tweet in G9:
[1] https://twitter.com/karamballes/status/1316825147412803586
[1] https://twitter.com/AyoCaesar/status/1317141979512320002
[1] https://twitter.com/Zubhaque/status/1317777819074777090

Top URLs in Tweet in G10:
[1] https://www.psychologytoday.com/us/blog/freedom-learn/202008/kids-continued-cope-well-two-months-after-schools-closed?fbclid=IwAR1mdpc372GLj2lWKmw_RaPaUax9YGZ2y-0IQ8z1Ph-tF9_YUQ2dFGRI_nk
[1] https://www.psychologytoday.com/us/blog/freedom-learn/202008/survey-reveals-children-coped-well-school-closure

Top Domains
Top Domains in Tweet in Entire Graph:
[74] twitter.com
[39] smartdissent.com
[16] apple.com
[12] ukfiet.org
[6] co.uk
[6] apnews.com
[6] youtube.com
[5] theguardian.com
[5] edweek.org
[5] chalkbeat.org

Top Domains in Tweet in G1:
[36] twitter.com
[16] apple.com
[4] marketwatch.com
[3] edlounge.com
[3] pisanacademy.com
[2] youtube.com
[2] nih.gov
[2] co.uk
[2] attachmentmummy.com
[2] mailchi.mp

Top Domains in Tweet in G2:
[12] ukfiet.org
[10] twitter.com
[6] apnews.com
[5] chalkbeat.org
[5] npr.org
[5] edweek.org
[4] theguardian.com
[3] internationalednews.com
[3] brookings.edu
[3] researchinstitutelearn.nl

Top Domains in Tweet in G3:
[39] smartdissent.com
[2] twitter.com

Top Domains in Tweet in G4:
[1] youtube.com
[1] indiatimes.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] brookings.edu

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

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

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

Top Domains in Tweet in G10:
[2] psychologytoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[268] schoolclosure
[86] covid19
[67] education
[27] school
[18] coronavirus
[18] homelearning
[17] remotelearning
[16] lockdown
[14] parents
[13] learning



Top Hashtags in Tweet in G1:
[89] schoolclosure
[18] school
[16] homelearning
[12] covid19
[12] parents
[12] literacy
[11] homeschooling
[11] maths
[11] math
[10] education

Top Hashtags in Tweet in G2:
[46] covid19
[41] schoolclosure
[15] education
[12] remotelearning
[10] schoolreopening
[7] us
[5] pandemic
[5] africa
[5] onlinelearning
[5] nigeria

Top Hashtags in Tweet in G3:
[39] education
[4] smartdissent
[4] educationinthetimeofcovid
[4] schoolclosure

Top Hashtags in Tweet in G4:
[10] schoolclosure
[8] rte
[8] nisa
[1] educationreality
[1] scraprte
[1] fundstudents
[1] sos
[1] saveeducation
[1] teachersuicide
[1] nisacare

Top Hashtags in Tweet in G5:
[16] schoolclosure
[8] learning
[6] aser2020
[6] school
[4] covid19
[4] learnings
[3] chhattisgarh
[1] children
[1] teachers
[1] happyteachersday2020

Top Hashtags in Tweet in G6:
[1] schoolclosure

Top Hashtags in Tweet in G7:
[1] tinyvoicetuesdayunites

Top Hashtags in Tweet in G8:
[10] schoolsreopening
[1] school
[1] schoolclosure
[1] coronavirus
[1] onlinelearning
[1] online
[1] saturday
[1] remotework
[1] teachers
[1] parents

Top Hashtags in Tweet in G9:
[4] schoolclosure
[2] remotelearning
[1] dispatches
[1] circuitbreaker
[1] gtto
[1] herdimmunity

Top Hashtags in Tweet in G10:
[10] schoolclosure
[2] schoolchoice

Top Words
Top Words in Tweet in Entire Graph:
[268] #schoolclosure
[116] schools
[99] school
[86] #covid19
[67] #education
[61] closed
[57] children
[52] learning
[41] link
[40] power

Top Words in Tweet in G1:
[89] #schoolclosure
[27] school
[19] schools
[18] #school
[18] step
[16] #homelearning
[14] due
[12] #covid19
[12] 19
[12] #parents

Top Words in Tweet in G2:
[46] #covid19
[41] #schoolclosure
[31] intl_ed_news
[25] school
[22] learning
[15] #education
[13] schools
[13] children
[13] students
[12] during

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

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

Top Words in Tweet in G5:
[18] pratham_india
[16] #schoolclosure
[12] live
[11] #school
[9] celebrating
[9] teachers
[9] constant
[9] support
[9] during
[9] thank

Top Words in Tweet in G6:
[15] government
[15] state
[15] children
[14] odisha
[14] closing
[14] 14379
[14] elementary
[14] schools
[14] citing
[14] low

Top Words in Tweet in G7:
[7] during
[7] schoolclosure
[3] started
[2] true
[2] well
[2] go
[2] toriaclaire
[2] tas
[2] day
[2] edroundtables

Top Words in Tweet in G8:
[10] trust
[10] sending
[10] child
[10] school
[10] once
[10] reopens
[10] between
[10] sept
[10] december
[10] 2020

Top Words in Tweet in G9:
[4] #schoolclosure
[4] schools
[2] #remotelearning
[2] gov't
[2] infections
[2] sage
[2] shut

Top Words in Tweet in G10:
[10] children
[10] #schoolclosure
[10] dr
[9] overall
[9] peter
[9] gray
[9] shares
[8] hslda
[8] psychological
[8] wellbeing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[49] schools,closed
[39] icymi,betsydevos
[39] betsydevos,given
[39] given,power
[39] power,waive
[39] waive,special
[39] special,#education
[39] #education,schools
[39] closed,link
[33] smartdissent,icymi

Top Word Pairs in Tweet in G1:
[10] #school,#homelearning
[10] #homelearning,#schoolclosure
[10] #ipadpro,#school
[9] develop,writing
[9] writing,fine
[9] fine,motor
[9] motor,skill
[9] skill,step
[9] step,step
[9] step,tracing

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

Top Word Pairs in Tweet in G3:
[39] icymi,betsydevos
[39] betsydevos,given
[39] given,power
[39] power,waive
[39] waive,special
[39] special,#education
[39] #education,schools
[39] schools,closed
[39] closed,link
[33] 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:
[9] celebrating,teachers
[9] teachers,constant
[9] constant,support
[9] support,during
[9] during,#schoolclosure
[9] #schoolclosure,thank
[9] thank,teacher
[9] teacher,ensured
[8] pratham_india,celebrating
[8] ensured,#childre

Top Word Pairs in Tweet in G6:
[14] odisha,government
[14] government,closing
[14] closing,14379
[14] 14379,elementary
[14] elementary,schools
[14] schools,state
[14] state,citing
[14] citing,low
[14] low,enrolment
[14] enrolment,children

Top Word Pairs in Tweet in G7:
[6] during,schoolclosure
[2] edroundtables,week
[2] week,started
[2] started,use
[2] use,implement
[2] amazing,cpd

Top Word Pairs in Tweet in G8:
[10] trust,sending
[10] sending,child
[10] child,school
[10] school,once
[10] once,reopens
[10] reopens,between
[10] between,sept
[10] sept,december
[10] december,2020
[10] 2020,#schoolsreopening

Top Word Pairs in Tweet in G10:
[9] dr,peter
[9] peter,gray
[9] gray,shares
[8] overall,children
[8] children,psychological
[8] psychological,wellbeing
[8] wellbeing,seemed
[8] seemed,improve
[8] improve,#schoolclosure
[8] #schoolclosure,dr

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@betsydevos
@smartdissent
@intl_ed_news
@pratham_india
@msisodia
@amitctweets
@francis_joseph
@hslda
@smritiirani
@atmashakti3

Top Mentioned in G1:
@edclass_
@nayrbgo
@marveloussrvs
@marianneehrn
@fcssfesc

Top Mentioned in G2:
@intl_ed_news
@ap
@chalkbeat
@guardian
@ukfiet
@icseiglobal
@edchangesig
@npr
@unicef

Top Mentioned in G3:
@betsydevos
@smartdissent

Top Mentioned in G4:
@msisodia
@amitctweets
@smritiirani
@laqshey
@nisaedu
@repeal93rda
@soorpanakha
@over2shailaja
@shantanug_
@shankkaraiyar

Top Mentioned in G5:
@pratham_india
@rebeccawin
@intl_ed_news
@bro

Top Mentioned in G6:
@atmashakti3
@sabitrimajhi2

Top Mentioned in G7:
@lorishemek
@cosydirect

Top Mentioned in G8:
@francis_joseph

Top Mentioned in G9:
@borisjohnson
@gavinwilliamson
@matthancock
@channel4news
@bbcpanorama
@aaronbastani
@chrisinspired

Top Mentioned in G10:
@hslda

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@ee
@httweets
@indianexpress
@guardian
@huffpost
@mariastsehai
@bbcnews
@skynews
@southerngemgal

Top Tweeters in G1:
@filafresh
@attachmentmumma
@dahlonegagawx
@joannesprucec21
@myarklamiss
@bermaninstitute
@tomtolkien
@chynared23
@hotcountry1035
@standreasson

Top Tweeters in G2:
@httweets
@indianexpress
@guardian
@bbcnews
@financialxpress
@cnn
@latimes
@ap
@fastcompany
@npr

Top Tweeters in G3:
@beccanalia
@soccermom1517
@ghostdansing
@megaera17
@damkina
@smartdissent
@af7qp
@sundanz63
@pinkdogwood770
@krickette01

Top Tweeters in G4:
@iyeranon
@smritiirani
@repeal93rda
@shankkaraiyar
@pmoindia
@amitctweets
@mnshzz
@msisodia
@vinaychaudhry4
@dedha79

Top Tweeters in G5:
@prernascribbles
@bhush0417
@pratham_india
@aashaygune
@prathamusa
@csf_india
@usmnaz
@asercentre
@prathamskilling
@ananthashreyas

Top Tweeters in G6:
@sasmita47438127
@chittar33041399
@sabitrimajhi2
@bagh_laxmi
@baikuntha_singh
@jsmkandhamal
@prasann88124310
@atmashakti3
@toikasusanta
@sukraguruteli5

Top Tweeters in G7:
@lorishemek
@senwarriormum
@toriaclaire
@autisticpb
@mrsaeyfs
@edroundtables
@cosydirect
@_sendavid_
@p__y__m
@noonetoldmehow

Top Tweeters in G8:
@shahidpeer14
@francis_joseph
@drvishalvaria
@avelyn04814022
@kmagrp
@dhavalkarate
@t9sony
@kapilsavjani1
@priyahellokids
@cmonthero

Top Tweeters in G9:
@aaronbastani
@channel4news
@chrisinspired
@matthancock
@philildo
@ocunasa
@bbcpanorama
@borisjohnson
@gavinwilliamson

Top Tweeters in G10:
@nonsumdignus
@carolynn_june
@thinkingintime
@slmgoldberg
@blackcat0012
@hslda
@acresoft1
@caliwildrose
@awrittenword


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