schoolclosure, Twitter, 1/13/2022 9:21:49 AM, 269927


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schoolclosure_2022-01-13_00-34-17.xlsx
schoolclosure_2022-01-13_00-34-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
schoolclosure via NodeXL https://bit.ly/3nIVoQL
@atmashakti3
@12_baje
@sasmita47438127
@cmo_odisha
@samirdash01
@jfenster
@cpr_india
@uniindianews
@dillipchhatria
@chittar33041399

Top hashtags:
#schoolclosure
#covid19
#children
#future
#volunteers
#education

Description:
Description
The graph represents a network of 383 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, 13 January 2022 at 08:35 UTC.

The requested start date was Thursday, 13 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 103-day, 9-hour, 22-minute period from Friday, 01 October 2021 at 01:38 UTC to Wednesday, 12 January 2022 at 11:00 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 : 383
Unique Edges : 257
Edges With Duplicates : 382
Total Edges : 639
Number of Edge Types : 5
Retweet : 163
MentionsInRetweet : 208
Tweet : 84
Mentions : 167
Replies to : 17
Self-Loops : 84
Reciprocated Vertex Pair Ratio : 0.0280898876404494
Reciprocated Edge Ratio : 0.0546448087431694
Connected Components : 108
Single-Vertex Connected Components : 53
Maximum Vertices in a Connected Component : 79
Maximum Edges in a Connected Component : 191
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.766971
Graph Density : 0.0025016062225746
Modularity : 0.580046
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 383 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, 13 January 2022 at 08:35 UTC.

The requested start date was Thursday, 13 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 103-day, 9-hour, 22-minute period from Friday, 01 October 2021 at 01:38 UTC to Wednesday, 12 January 2022 at 11:00 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:
[14] https://twitter.com/12_baje/status/1450711636210171905
[5] https://gadflyonthewallblog.com/2022/01/05/dont-blame-teachers-for-covid-quarantines-and-closures/
[3] https://schoolreadinglist.co.uk/resources/online-courses-and-learning-for-children-and-teens/
[3] https://www.outlookindia.com/magazine/story/india-news-education-is-key-to-battling-indias-poverty-challenge/305291
[3] https://drive.google.com/file/d/133Zr3iTj7IBo1DlckUqi6dV7OBAhfMxi/view?usp=sharing
[3] https://www.yorkpress.co.uk/news/19748688.power-cut-forces-archbishop-holgates-school-close-early/?ref=twtrec
[3] https://www.news-medical.net/news/20211029/Causal-effect-of-school-closures-on-reducing-COVID-19-spread-in-Japan.aspx
[2] https://cprindia.org/sites/default/files/We%20are%20failing%20our%20children.pdf
[2] https://nijamtoday.com/2021/12/13/32-cr-children-affected-by-school-closure/
[2] http://covid19.uis.unesco.org/disruptions-due-to-school-closures/

Top URLs in Tweet in G1:
[1] https://www.thedailystar.net/news/bangladesh/news/child-marriage-pandemic-scourge-returns-tiptoe-2195446
[1] https://www.tmu.ai:443/
[1] http://tinyurl.com/yhraa4mg
[1] https://montco.today/2021/11/truman-high-school-closes-teacher-sick-out/
[1] https://odishabytes.com/prolonged-covid-induced-school-closure-poses-threat-to-gender-equality-unseco/
[1] http://newsday.co.tt/2021/11/30/protesters-on-continued-closure-of-schools-parents-at-end-of-their-tether/#.YaYbHnvb_Zg.twitter
[1] https://twitter.com/i/web/status/1466905955375796225
[1] https://www.youtube.com/watch?v=rGz4TMy-hfM

[1] https://twitter.com/fitterhappieraj/status/1464594247240331272
[1] https://twitter.com/JanetMuseveni/status/1470701729784156162

Top URLs in Tweet in G3:
[1] https://edsource.org/2022/high-covid-rates-staff-shortages-and-confusing-legislation-challenge-schools-reopenings/665426
[1] https://www.mercurynews.com/2022/01/09/milpitas-schools-will-be-in-person-this-week-after-county-urges-districts-to-avoid-remote-learning/
[1] https://edsource.org/2022/california-education-issues-to-watch-in-2022-and-predictions-of-what-will-happen/665322
[1] https://twitter.com/jfenster/status/1479500633161945089

Top URLs in Tweet in G4:
[1] https://educationbytes.in/less-than-29-students-in-odisha-had-access-to-smartphones-during-pandemic-in-2020/

Top URLs in Tweet in G5:
[14] https://twitter.com/12_baje/status/1450711636210171905

Top URLs in Tweet in G6:
[3] https://www.outlookindia.com/magazine/story/india-news-education-is-key-to-battling-indias-poverty-challenge/305291
[2] https://cprindia.org/sites/default/files/We%20are%20failing%20our%20children.pdf
[1] https://www.outlookindia.com/website/story/india-news-meet-10-parents-who-want-schools-to-reopen-despite-omicron-scare/406065

Top URLs in Tweet in G8:
[1] https://www.science.org/content/article/parents-emotional-trauma-may-change-their-children-s-biology-studies-mice-show-how?cookieSet=1
[1] https://twitter.com/BallouxFrancois/status/1336415805953748992
[1] https://www.thelocal.no/20200508/closing-schools-may-made-virus-spread-faster-norway-health-agency/
[1] https://www.bbc.com/news/uk-scotland-58416167

Top URLs in Tweet in G9:
[3] https://www.news-medical.net/news/20211029/Causal-effect-of-school-closures-on-reducing-COVID-19-spread-in-Japan.aspx

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[171] schoolclosure
[49] covid19
[34] children
[31] future
[31] volunteers
[22] education
[20] mochatashali
[14] 12baje12minute
[14] educationforall
[14] odisha



Top Hashtags in Tweet in G1:
[56] schoolclosure
[10] covid19
[8] education
[5] omicron
[4] school
[3] covid_19
[3] children
[3] lockdown
[3] stormbarra
[3] schools

Top Hashtags in Tweet in G2:
[31] future
[31] children
[31] volunteers
[1] learningloss
[1] schoolclosure
[1] mochatashali

Top Hashtags in Tweet in G3:
[5] schoolclosure
[2] omicron

Top Hashtags in Tweet in G4:
[17] mochatashali
[2] schoolclosure
[1] bleakfuture
[1] missionchatashali
[1] educationmatters
[1] childrenissue
[1] learning

Top Hashtags in Tweet in G5:
[15] schoolclosure
[14] 12baje12minute
[14] educationforall
[14] odisha
[14] righttoeducation
[2] mochatashali
[1] covid19
[1] universityclosure

Top Hashtags in Tweet in G6:
[15] covid19
[10] schoolclosure
[3] digitaldivide
[3] education
[1] schools

Top Hashtags in Tweet in G7:
[13] stormarwen
[1] teaminver
[1] community
[1] schoolclosure
[1] rtplease

Top Hashtags in Tweet in G9:
[2] school
[2] japan
[2] covid19
[2] covid
[2] coronavirus
[2] sarscov2
[2] schoolclosure

Top Hashtags in Tweet in G10:
[2] schoolclosure
[2] schoolgarden
[2] snas
[1] incredibleedibles
[1] innocentbiggrow

Top Words
Top Words in Tweet in Entire Graph:
[170] #schoolclosure
[68] school
[66] help
[62] youth
[59] schools
[49] #covid19
[49] closed
[46] covid
[41] students
[37] due

Top Words in Tweet in G1:
[56] #schoolclosure
[17] school
[12] schools
[10] #covid19
[8] #education
[8] parents
[6] covid
[5] closures
[5] still
[5] #omicron

Top Words in Tweet in G2:
[62] youth
[62] help
[31] future
[31] nation
[31] actions
[31] #future
[31] #children
[31] calling
[31] #volunteers
[30] 12_baje

Top Words in Tweet in G3:
[26] jfenster
[25] schools
[24] districts
[23] ca
[23] legislature
[23] made
[23] hard
[23] close
[23] covid
[23] funded

Top Words in Tweet in G4:
[23] children
[21] atmashakti3
[17] read
[17] media
[17] report
[17] online
[17] education
[17] remained
[17] closed
[17] door

Top Words in Tweet in G5:
[18] cmo_odisha
[17] sir
[17] samirdash01
[17] mosarkar5t
[17] odisharte
[17] kindly
[15] #schoolclosure
[14] #12baje12minute
[14] #educationforall
[14] #odisha

Top Words in Tweet in G6:
[24] class
[15] #covid19
[13] india
[12] cpr_india
[12] bef
[12] ore
[12] 50
[12] rural
[12] sch
[12] ool

Top Words in Tweet in G7:
[13] inverurie
[13] academy
[13] closed
[13] students
[13] staff
[13] mon
[13] 29th
[13] tues
[13] 30th
[13] nov

Top Words in Tweet in G9:
[4] causal
[4] effect
[4] school
[4] closures
[4] reducing
[4] covid
[4] 19
[4] spread
[4] japan
[3] natureportfolio

Top Words in Tweet in G10:
[4] crops
[2] before
[2] #schoolclosure
[2] planted
[2] #schoolgarden
[2] wonderful
[2] #snas
[2] took
[2] home

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[31] youth,future
[31] future,nation
[31] nation,actions
[31] actions,help
[31] help,#future
[31] #future,#children
[31] #children,calling
[31] calling,youth
[31] youth,#volunteers
[31] #volunteers,help

Top Word Pairs in Tweet in G1:
[4] school,closures
[2] #covid_19,#schoolclosure
[2] stay,safe
[2] girls,boys
[2] boys,young
[2] young,women
[2] women,men
[2] য,গ
[2] school,closure
[2] #education,#schoolclosure

Top Word Pairs in Tweet in G2:
[31] youth,future
[31] future,nation
[31] nation,actions
[31] actions,help
[31] help,#future
[31] #future,#children
[31] #children,calling
[31] calling,youth
[31] youth,#volunteers
[31] #volunteers,help

Top Word Pairs in Tweet in G3:
[23] ca,legislature
[23] legislature,made
[23] made,hard
[23] hard,close
[23] close,schools
[23] schools,covid
[23] covid,funded
[23] funded,yr
[23] yr,here's
[23] here's,districts

Top Word Pairs in Tweet in G4:
[17] read,media
[17] media,report
[17] report,online
[17] online,education
[17] education,remained
[17] remained,closed
[17] closed,door
[17] door,children
[17] children,rural
[17] rural,oisha

Top Word Pairs in Tweet in G5:
[17] sir,cmo_odisha
[17] cmo_odisha,samirdash01
[17] samirdash01,mosarkar5t
[17] mosarkar5t,odisharte
[16] odisharte,kindly
[14] #12baje12minute,#educationforall
[14] #educationforall,#odisha
[14] #odisha,#righttoeducation
[14] #righttoeducation,#schoolclosure
[11] educational,rights

Top Word Pairs in Tweet in G6:
[12] bef,ore
[12] ore,#covid19
[12] #covid19,50
[12] 50,rural
[12] rural,india
[12] india,sch
[12] sch,ool
[12] ool,go
[12] go,ng
[12] ng,students

Top Word Pairs in Tweet in G7:
[13] inverurie,academy
[13] academy,closed
[13] closed,students
[13] students,staff
[13] staff,mon
[13] mon,29th
[13] 29th,tues
[13] tues,30th
[13] 30th,nov
[13] nov,due

Top Word Pairs in Tweet in G9:
[4] causal,effect
[4] effect,school
[4] school,closures
[4] closures,reducing
[4] reducing,covid
[4] covid,19
[4] 19,spread
[4] spread,japan
[3] japan,natureportfolio
[3] natureportfolio,harvard

Top Word Pairs in Tweet in G10:
[2] before,#schoolclosure
[2] #schoolclosure,planted
[2] planted,crops
[2] crops,#schoolgarden
[2] #schoolgarden,wonderful
[2] wonderful,#snas
[2] #snas,took
[2] took,crops
[2] crops,home

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@12_baje
@jfenster
@atmashakti3
@cmo_odisha
@samirdash01
@mosarkar5t
@odisharte
@cpr_india
@inverurieacad
@badassteachersa

Top Mentioned in G2:
@12_baje
@azimpremjiuniv
@unesco
@atmashakti3

Top Mentioned in G3:
@jfenster
@acsa_info
@casbo
@ccsesa
@reopencaschools
@dianalambert
@edsourceali
@edsource
@maggieangst
@msnyreeclark

Top Mentioned in G4:
@atmashakti3
@cmo_odisha
@samirdash01
@samirmohantybjp

Top Mentioned in G5:
@cmo_odisha
@samirdash01
@mosarkar5t
@odisharte
@atmashakti3
@kumitrak
@uniindianews
@iammrdashing
@dillipchhatria

Top Mentioned in G6:
@cpr_india
@aiyaryamini
@outlookindia
@jeevanpsharma

Top Mentioned in G7:
@inverurieacad

Top Mentioned in G8:
@usforthemuk
@essexpr
@dr_ellie
@lucygobag
@thelucyjohnston
@collateralglbl
@drjbhattacharya
@sunetragupta
@martinkulldorff
@toby00green

Top Mentioned in G9:
@natureportfolio
@harvard
@newsmedical
@000fukumoto
@cmcclean
@umich
@u
@naturemedicine

Top Mentioned in G10:
@stcolmanscloyne
@agriaware
@innocentireland
@muintircork
@greenschoolsire
@bioinschools
@giyireland
@innocent

Top Tweeters
Top Tweeters in Entire Graph:
@lndontretweets
@education_24x7
@outlookindia
@torontostar
@tmucall
@ctvnews
@yvesmulkers
@uniindianews
@cbcnews
@smartecocity

Top Tweeters in G1:
@tmucall
@dailystarnews
@onmanorama
@sedonarockss
@scruffy65
@garofalowx
@lovemoz1
@bytesodisha
@patriotpost
@whatjobsnews

Top Tweeters in G2:
@unesco
@azimpremjiuniv
@subhashreemadh4
@sasmita47438127
@rabindr61087528
@gobaerdhan
@sabitrimajhi7
@sukri_arjun
@msssambalpur
@mjksdeogarh

Top Tweeters in G3:
@sweetdeesez
@bev768
@deeclarea17
@lilhedge27
@wrightscribe
@msnyreeclark
@edsource
@shanksjenay
@acsa_info
@jfenster

Top Tweeters in G4:
@yvesmulkers
@samadovaabditch
@samirmohantybjp
@bharatirao13
@kunakantabeher2
@mirdhaparadeshi
@debakimadi
@baikuntha_singh
@balakri14985632
@bindhanibhusan

Top Tweeters in G5:
@uniindianews
@bufferedstart
@cmo_odisha
@chittar33041399
@odisharte
@umeshbag13
@kusa_pradhani
@dillipchhatria
@sharmjeebi
@manojna89777387

Top Tweeters in G6:
@outlookindia
@smartecocity
@gmukhopadhaya
@kumar56p
@saurabhtodi
@cpr_india
@prashikpanpatil
@9dominick9
@quirkyhos
@manishchandi

Top Tweeters in G7:
@lynndseymour
@glassofwatergem
@macleankatie
@suzamalooz
@inverurieacad
@inveracadrrsg
@inverurieht
@judymwhyte
@mrfullermsh
@inveruriegirfec

Top Tweeters in G8:
@essexpr
@dr_ellie
@lucygobag
@selfharmres
@koudijshenk
@thelucyjohnston
@usforthemuk
@martinkulldorff
@drjbhattacharya
@collateralglbl

Top Tweeters in G9:
@newsmedical
@harvard
@umich
@natureportfolio
@naturemedicine
@tokyo_0
@000fukumoto
@cmcclean
@u

Top Tweeters in G10:
@innocent
@giyireland
@greenschoolsire
@agriaware
@innocentireland
@muintircork
@stcolmanscloyne
@bioinschools