schoolclosure, Twitter, 4/9/2022 3:38:14 AM, 274546


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schoolclosure_2022-04-08_20-24-00.xlsx
schoolclosure_2022-04-08_20-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 09, 2022
Short Description:
schoolclosure via NodeXL https://bit.ly/3uno5Gk
@atmashakti3
@12_baje
@unesco
@liberalism2021
@jfenster
@cmo_odisha
@bagh_laxmi
@msssambalpur
@sasmita47438127
@sukri_arjun

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

Description:
Description
The graph represents a network of 443 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, 09 April 2022 at 03:26 UTC.

The requested start date was Saturday, 09 April 2022 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 95-day, 9-hour, 9-minute period from Saturday, 01 January 2022 at 11:41 UTC to Wednesday, 06 April 2022 at 20:50 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 : 443
Unique Edges : 207
Edges With Duplicates : 569
Total Edges : 776
Number of Edge Types : 5
Tweet : 133
Replies to : 15
Mentions : 87
Retweet : 252
MentionsInRetweet : 289
Self-Loops : 134
Reciprocated Vertex Pair Ratio : 0.0199430199430199
Reciprocated Edge Ratio : 0.0391061452513966
Connected Components : 136
Single-Vertex Connected Components : 67
Maximum Vertices in a Connected Component : 103
Maximum Edges in a Connected Component : 227
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.71165
Graph Density : 0.00182834029600727
Modularity : 0.490803
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 443 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, 09 April 2022 at 03:26 UTC.

The requested start date was Saturday, 09 April 2022 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 95-day, 9-hour, 9-minute period from Saturday, 01 January 2022 at 11:41 UTC to Wednesday, 06 April 2022 at 20:50 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:
[6] https://gadflyonthewallblog.com/2022/01/05/dont-blame-teachers-for-covid-quarantines-and-closures/
[4] https://schoolreadinglist.co.uk/resources/online-courses-and-learning-for-children-and-teens/
[3] https://mailchi.mp/ed3338e7742c/classes-canceled-2322
[2] https://www.devon.gov.uk/schools/closure/?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo
[2] the
[2] https://www.docgiff.com/article/how-much-longer-can-parents-take-it/
[1] https://www.smobserved.com/story/2022/04/07/news/californias-8th-graders-can-only-do-math-at-a-5th-grade-level-according-to-standardized-tests/6658.html
[1] https://en.unesco.org/covid19/educationresponse/consequences
[1] https://www.rdcrs.ca/our-division/whats-new/post/holy-trinity-school-to-remain-closed-due-to-mechanical-issues
[1] https://apnishala.wordpress.com/2022/03/31/hows-school-reopening-and-closing-is-impacting-the-wellbeing-of-students-teachers-and-parents/

Top URLs in Tweet in G1:
[1] https://twitter.com/marcorubio/status/1478057165944496130
[1] https://theweek.com/omicron/1008617/chicago-public-schools-cancel-wednesday-classes-after-teachers-union-vote
[1] https://patriotpost.us/articles/85317-the-folly-of-school-closures-2022-01-05
[1] https://theranch100.com/stratford-st-marys-perth-county-offer-emergency-childcare-for-eligible/
[1] https://news.whatjobs.com/news/arizona-providing-7k-to-families-facing-educational-barriers-amid-school-closures/
[1] https://hudsonvalley.news12.com/school-closings-closings-delays-and-early-dismissals-41390324
[1] https://www.saultstar.com/opinion/haphazard-non-data-driven-decisions-get-f-grade
[1] https://twitter.com/i/web/status/1481022355669401617
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F27682782579%2Fposts%2F10162301531457580%2F
[1] https://www.youtube.com/watch?v=4JYsWQJYvjg&feature=youtu.be


Top URLs in Tweet in G2:
[1] https://educationbytes.in/less-than-29-students-in-odisha-had-access-to-smartphones-during-pandemic-in-2020/

Top URLs in Tweet in G4:
[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 G5:
[1] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/886993/s0141-sage-sub-group-role-children-transmission-160420-sage26.pdf

Top URLs in Tweet in G6:
[2] https://www.devon.gov.uk/schools/closure/?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo
[1] https://www.devon.gov.uk/schools/closure/?utm_source=Facebook&utm_medium=social&utm_campaign=Orlo

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1495235600571453442

Top URLs in Tweet in G9:
[6] https://gadflyonthewallblog.com/2022/01/05/dont-blame-teachers-for-covid-quarantines-and-closures/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[209] schoolclosure
[47] children
[39] future
[39] volunteers
[37] covid19
[23] education
[21] mochatashali
[15] stormeunice
[12] schools
[12] covid



Top Hashtags in Tweet in G1:
[73] schoolclosure
[13] covid19
[8] schools
[8] education
[6] lockdown
[5] children
[4] snowday
[4] snow
[4] school
[3] omicron

Top Hashtags in Tweet in G2:
[19] mochatashali
[4] schoolclosure
[1] reopeningdilemma
[1] learningloss
[1] bleakfuture
[1] missionchatashali
[1] educationmatters
[1] childrenissue
[1] learning
[1] covid19

Top Hashtags in Tweet in G3:
[39] future
[39] children
[39] volunteers
[2] mochatashali
[1] learningloss
[1] schoolclosure

Top Hashtags in Tweet in G4:
[5] schoolclosure
[2] omicron

Top Hashtags in Tweet in G5:
[10] schoolclosure
[2] covid19
[1] shameful

Top Hashtags in Tweet in G6:
[11] stormeunice
[10] devon
[8] wind
[3] wearedevon
[3] weatheraware
[3] schoolclosure
[1] weatherwarning

Top Hashtags in Tweet in G7:
[9] covidvaccination

Top Hashtags in Tweet in G8:
[2] schoolclosure
[1] unions
[1] ontario
[1] jobloss
[1] singleparent
[1] dougford

Top Hashtags in Tweet in G9:
[1] tbats
[1] teachers
[1] schools
[1] covid
[1] coronavirus
[1] pandemic
[1] schoolclosure
[1] teachertwitter
[1] teacherlife
[1] education

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:
[207] #schoolclosure
[152] school
[128] schools
[91] closed
[79] due
[79] youth
[78] help
[66] atmashakti3
[51] again
[50] covid

Top Words in Tweet in G1:
[73] #schoolclosure
[33] school
[21] closed
[15] due
[13] schools
[13] #covid19
[10] february
[9] today
[8] #schools
[8] friday

Top Words in Tweet in G2:
[54] atmashakti3
[38] odisha
[36] school
[36] reopening
[36] stand
[36] dilemma
[36] again
[36] offline
[36] class
[36] schools

Top Words in Tweet in G3:
[78] youth
[78] help
[39] future
[39] nation
[39] actions
[39] #future
[39] #children
[39] calling
[39] #volunteers
[38] 12_baje

Top Words in Tweet in G4:
[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 G5:
[10] #schoolclosure
[9] educationgovuk
[9] children
[8] 10downingstreet
[8] well
[8] aware
[8] damage
[8] isolation
[8] see
[8] annex

Top Words in Tweet in G6:
[22] due
[12] schools
[12] open
[11] #stormeunice
[10] hit
[10] tomorrow
[10] decide
[10] unsafe
[10] extremely
[10] strong

Top Words in Tweet in G7:
[18] gt
[9] due
[9] success
[9] #covidvaccination
[9] 82
[9] vaccinated
[9] nov
[9] 21
[9] 50
[9] boosted

Top Words in Tweet in G8:
[4] home
[3] fordnation
[3] care
[2] same
[2] kids
[2] well
[2] done
[2] #schoolclosure
[2] old
[2] support

Top Words in Tweet in G9:
[6] don
[6] blame
[6] teachers
[6] covid
[6] quarantines
[6] closures
[6] badassteachersa
[6] dianeravitch
[5] stevensinger3
[5] dennytay

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:
[46] odisha,school
[46] school,reopening
[46] reopening,stand
[46] stand,dilemma
[46] dilemma,again
[46] again,offline
[46] offline,class
[46] class,schools
[46] schools,scheduled
[46] scheduled,started

Top Word Pairs in Tweet in G1:
[10] school,closed
[6] school,closures
[5] friday,february
[4] #lockdown,#schoolclosure
[4] closed,today
[4] #covid19,#schoolclosure
[4] #schools,#schoolclosure
[4] due,inclement
[4] inclement,weather
[3] stay,safe

Top Word Pairs in Tweet in G2:
[36] odisha,school
[36] school,reopening
[36] reopening,stand
[36] stand,dilemma
[36] dilemma,again
[36] again,offline
[36] offline,class
[36] class,schools
[36] schools,scheduled
[36] scheduled,started

Top Word Pairs in Tweet in G3:
[39] youth,future
[39] future,nation
[39] nation,actions
[39] actions,help
[39] help,#future
[39] #future,#children
[39] #children,calling
[39] calling,youth
[39] youth,#volunteers
[39] #volunteers,help

Top Word Pairs in Tweet in G4:
[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 G5:
[8] 10downingstreet,educationgovuk
[8] educationgovuk,well
[8] well,aware
[8] aware,damage
[8] damage,children
[8] children,#schoolclosure
[8] #schoolclosure,isolation
[8] isolation,see
[8] see,annex
[8] annex,'94

Top Word Pairs in Tweet in G6:
[10] due,hit
[10] tomorrow,schools
[10] schools,decide
[10] decide,unsafe
[10] unsafe,open
[10] open,due
[10] due,extremely
[10] extremely,strong
[8] #stormeunice,due
[8] hit,#devon

Top Word Pairs in Tweet in G7:
[9] due,success
[9] success,#covidvaccination
[9] #covidvaccination,gt
[9] gt,82
[9] 82,vaccinated
[9] vaccinated,nov
[9] nov,21
[9] 21,gt
[9] gt,50
[9] 50,boosted

Top Word Pairs in Tweet in G8:
[2] well,done

Top Word Pairs in Tweet in G9:
[6] don,blame
[6] blame,teachers
[6] teachers,covid
[6] covid,quarantines
[6] quarantines,closures
[6] closures,badassteachersa
[6] badassteachersa,dianeravitch
[5] stevensinger3,don
[5] dianeravitch,dennytay

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:
@atmashakti3
@12_baje
@jfenster
@alljakeman
@educationgovuk
@bhojrsingh
@devoncc
@10downingstreet
@usforthemuk
@nachristakis

Top Mentioned in G2:
@atmashakti3
@cmo_odisha
@samirdash01
@smeodisha
@bpsethi
@samirmohantybjp
@uniindianews

Top Mentioned in G3:
@12_baje
@atmashakti3
@azimpremjiuniv
@unesco

Top Mentioned in G4:
@jfenster
@acsa_info
@casbo
@ccsesa
@reopencaschools
@dianalambert
@edsourceali
@edsource
@maggieangst
@msnyreeclark

Top Mentioned in G5:
@educationgovuk
@10downingstreet
@usforthemuk
@nadhimzahawi
@ofstednews
@juliahb1
@iromg

Top Mentioned in G6:
@devoncc
@torridgedc

Top Mentioned in G7:
@bhojrsingh

Top Mentioned in G8:
@fordnation
@tdsb
@chelseaanne_s
@cbcnews

Top Mentioned in G9:
@badassteachersa
@dianeravitch
@stevensinger3
@dennytay
@dennytayloryes

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

Top Tweeters
Top Tweeters in Entire Graph:
@rk70534
@education_24x7
@madhyamam
@navbharattimes
@lee_in_iowa
@politico
@sillygrandma99
@ctvnews
@attachmentmumma
@iromg

Top Tweeters in G1:
@madhyamam
@attachmentmumma
@piratefm
@annmlee1
@scruffy65
@garofalowx
@tiffmyoungperry
@saigonste
@patriotpost
@toddkunztv

Top Tweeters in G2:
@uniindianews
@yvesmulkers
@samadovaabditch
@bufferedstart
@cmo_odisha
@samirmohantybjp
@bharatirao13
@chittar33041399
@ashishk59983703
@mirdhaparadeshi

Top Tweeters in G3:
@azimpremjiuniv
@subhashreemadh4
@sasmita47438127
@rabindr61087528
@gobaerdhan
@bagh_laxmi
@sunadharkirsan2
@balaram20365212
@sabitrimajhi7
@debakimadi

Top Tweeters in G4:
@sweetdeesez
@bev768
@deeclarea17
@lilhedge27
@wrightscribe
@msnyreeclark
@edsource
@shanksjenay
@acsa_info
@thuythitweets

Top Tweeters in G5:
@iromg
@juliahb1
@nadhimzahawi
@katlogic88
@educationgovuk
@hoghugs
@hardlyperennial
@ofstednews
@kennethjolivet
@10downingstreet

Top Tweeters in G6:
@wendymounce
@nicholashayman
@egaluemozo
@devoncc
@hmgsouthwest
@tsconnected
@torridgedc
@devonmusicedhub
@ckevinmitchell
@westhillpc

Top Tweeters in G7:
@hpatel22849078
@pmcdunnough
@ivangoe4
@blahman24
@bhojrsingh
@aussiekerry1985
@haile20adane
@forgedcoupon
@pekilot

Top Tweeters in G8:
@ctvnews
@cbcnews
@tdsb
@6974searchlight
@fordnation
@crgrs
@chelseaanne_s
@sessionsdh
@chadiamansou

Top Tweeters in G9:
@education_24x7
@badassteachersa
@stevensinger3
@dianeravitch
@dennytayloryes
@eightma48100418
@sherryt21
@dennytay

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


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