schoolclosure, Twitter, 10/24/2020 3:15:07 AM, 238624


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schoolclosure_2020-10-23_20-10-57.xlsx
schoolclosure_2020-10-23_20-10-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 24, 2020
Short Description:
schoolclosure via NodeXL https://bit.ly/34pdLAL
@intl_ed_news
@pratham_india
@smartdissent
@betsydevos
@nytimes
@amitctweets
@kioninadine
@agshalelaw
@nisaedu
@francis_joseph

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

Description:
Description
The graph represents a network of 459 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, 24 October 2020 at 03:12 UTC.

The requested start date was Saturday, 24 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 82-day, 15-hour, 20-minute period from Saturday, 01 August 2020 at 00:40 UTC to Thursday, 22 October 2020 at 16:00 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 : 459
Unique Edges : 302
Edges With Duplicates : 467
Total Edges : 769
Number of Edge Types : 5
Tweet : 162
Retweet : 184
MentionsInRetweet : 247
Replies to : 15
Mentions : 161
Self-Loops : 169
Reciprocated Vertex Pair Ratio : 0.027027027027027
Reciprocated Edge Ratio : 0.0526315789473684
Connected Components : 153
Single-Vertex Connected Components : 81
Maximum Vertices in a Connected Component : 95
Maximum Edges in a Connected Component : 188
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.058103
Graph Density : 0.00180761290445339
Modularity : 0.531549
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 459 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, 24 October 2020 at 03:12 UTC.

The requested start date was Saturday, 24 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 82-day, 15-hour, 20-minute period from Saturday, 01 August 2020 at 00:40 UTC to Thursday, 22 October 2020 at 16:00 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:
[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.researchinstitutelearn.nl/en/professionals-en/covid-19-do-we-need-to-reimagine-the-purpose-of-school-inspections/

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://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 G2:
[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://www.pisanacademy.com/8-steps
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7162753/
[2] https://mailchi.mp/jhu.edu/schoolclosure
[2] 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
[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 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 G6:
[1] https://twitter.com/i/web/status/1319251074801229825

Top URLs in Tweet in G7:
[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 G8:
[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://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 URLs in Tweet in G10:
[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

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

Top Domains in Tweet in G1:
[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 G2:
[33] twitter.com
[16] apple.com
[4] marketwatch.com
[3] pisanacademy.com
[2] youtube.com
[2] nih.gov
[2] attachmentmummy.com
[2] mailchi.mp
[2] edlounge.com
[1] theeducationmagazine.com

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 G6:
[1] twitter.com

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

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

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

Top Domains in Tweet in G10:
[1] brookings.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[250] schoolclosure
[86] covid19
[67] education
[20] school
[18] coronavirus
[18] homelearning
[17] remotelearning
[14] parents
[13] lockdown
[13] schoolreopening



Top Hashtags in Tweet in G1:
[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 G2:
[82] schoolclosure
[17] school
[16] homelearning
[12] covid19
[12] parents
[12] literacy
[11] homeschooling
[11] maths
[11] math
[10] education

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:
[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 G6:
[1] schoolclosure

Top Hashtags in Tweet in G7:
[4] schoolclosure
[2] remotelearning
[1] dispatches
[1] circuitbreaker
[1] gtto
[1] herdimmunity

Top Hashtags in Tweet in G8:
[1] tinyvoicetuesdayunites

Top Hashtags in Tweet in G9:
[10] schoolclosure
[2] schoolchoice

Top Hashtags in Tweet in G10:
[12] schoolclosure
[4] covid19
[3] chhattisgarh
[2] learning
[1] children
[1] teachers
[1] happyteachersday2020

Top Words
Top Words in Tweet in Entire Graph:
[250] #schoolclosure
[106] schools
[94] school
[86] #covid19
[67] #education
[58] closed
[50] children
[50] learning
[41] link
[40] given

Top Words in Tweet in G1:
[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 G2:
[82] #schoolclosure
[25] school
[18] step
[17] schools
[17] #school
[16] #homelearning
[12] #covid19
[12] #parents
[12] #literacy
[12] children

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:
[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 G6:
[12] government
[12] state
[12] children
[11] odisha
[11] closing
[11] 14379
[11] elementary
[11] schools
[11] citing
[11] low

Top Words in Tweet in G7:
[4] #schoolclosure
[4] schools
[2] #remotelearning
[2] gov't
[2] infections
[2] sage
[2] shut

Top Words in Tweet in G8:
[6] during
[6] schoolclosure
[2] true
[2] well
[2] go
[2] toriaclaire
[2] tas
[2] day
[2] edroundtables
[2] week

Top Words in Tweet in G9:
[10] children
[10] #schoolclosure
[10] dr
[9] overall
[9] peter
[9] gray
[9] shares
[8] hslda
[8] psychological
[8] wellbeing

Top Words in Tweet in G10:
[12] #schoolclosure
[10] pratham_india
[9] celebrating
[9] teachers
[9] constant
[9] support
[9] during
[9] thank
[9] teacher
[9] ensured

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] 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:
[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 G2:
[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 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:
[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 G6:
[11] odisha,government
[11] government,closing
[11] closing,14379
[11] 14379,elementary
[11] elementary,schools
[11] schools,state
[11] state,citing
[11] citing,low
[11] low,enrolment
[11] enrolment,children

Top Word Pairs in Tweet in G8:
[5] during,schoolclosure
[2] edroundtables,week
[2] week,started
[2] started,use
[2] use,implement
[2] amazing,cpd

Top Word Pairs in Tweet in G9:
[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 Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@betsydevos
@smartdissent
@intl_ed_news
@msisodia
@pratham_india
@amitctweets
@francis_joseph
@hslda
@smritiirani
@atmashakti3

Top Mentioned in G1:
@intl_ed_news
@ap
@chalkbeat
@guardian
@ukfiet
@icseiglobal
@edchangesig
@npr
@unicef

Top Mentioned in G2:
@edclass_
@nayrbgo
@marveloussrvs
@marianneehrn
@fcssfesc

Top Mentioned in G3:
@betsydevos
@smartdissent

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

Top Mentioned in G5:
@francis_joseph

Top Mentioned in G6:
@atmashakti3
@sabitrimajhi2

Top Mentioned in G7:
@borisjohnson
@gavinwilliamson
@matthancock
@channel4news
@bbcpanorama
@aaronbastani
@chrisinspired

Top Mentioned in G8:
@cosydirect
@lorishemek

Top Mentioned in G9:
@hslda

Top Mentioned in G10:
@pratham_india
@intl_ed_news
@bro

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

Top Tweeters in G1:
@httweets
@indianexpress
@guardian
@bbcnews
@financialxpress
@cnn
@latimes
@ap
@fastcompany
@npr

Top Tweeters in G2:
@filafresh
@attachmentmumma
@joannesprucec21
@myarklamiss
@bermaninstitute
@tomtolkien
@chynared23
@hotcountry1035
@standreasson
@nayrbgo

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:
@shahidpeer14
@francis_joseph
@drvishalvaria
@avelyn04814022
@kmagrp
@dhavalkarate
@t9sony
@kapilsavjani1
@priyahellokids
@cmonthero

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

Top Tweeters in G7:
@aaronbastani
@channel4news
@chrisinspired
@matthancock
@philildo
@ocunasa
@bbcpanorama
@borisjohnson
@gavinwilliamson

Top Tweeters in G8:
@lorishemek
@senwarriormum
@toriaclaire
@mrsaeyfs
@edroundtables
@cosydirect
@_sendavid_
@p__y__m
@noonetoldmehow

Top Tweeters in G9:
@nonsumdignus
@carolynn_june
@thinkingintime
@slmgoldberg
@blackcat0012
@hslda
@acresoft1
@caliwildrose
@awrittenword

Top Tweeters in G10:
@prernascribbles
@bhush0417
@pratham_india
@aashaygune
@asercentre
@prathamskilling
@ananthashreyas
@animesh3184
@sudhir93441804


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