schoolclosure, Twitter, 4/23/2022 4:14:56 AM, 275382


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schoolclosure_2022-04-22_21-07-12.xlsx
schoolclosure_2022-04-22_21-07-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 23, 2022
Short Description:
schoolclosure via NodeXL https://bit.ly/3rKAliu
@atmashakti3
@12_baje
@unesco
@liberalism2021
@jfenster
@cmo_odisha
@sunadharkirsan2
@msssambalpur
@digalsamuka
@msssundergarh

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

Description:
Description
The graph represents a network of 479 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, 23 April 2022 at 04:08 UTC.

The requested start date was Saturday, 23 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 111-day, 0-hour, 34-minute period from Saturday, 01 January 2022 at 11:41 UTC to Friday, 22 April 2022 at 12:16 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 : 479
Unique Edges : 225
Edges With Duplicates : 627
Total Edges : 852
Number of Edge Types : 5
Tweet : 140
Retweet : 282
MentionsInRetweet : 326
Mentions : 89
Replies to : 15
Self-Loops : 142
Reciprocated Vertex Pair Ratio : 0.0180412371134021
Reciprocated Edge Ratio : 0.0354430379746835
Connected Components : 143
Single-Vertex Connected Components : 71
Maximum Vertices in a Connected Component : 104
Maximum Edges in a Connected Component : 229
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.676723
Graph Density : 0.00172517710362418
Modularity : 0.494923
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 479 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, 23 April 2022 at 04:08 UTC.

The requested start date was Saturday, 23 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 111-day, 0-hour, 34-minute period from Saturday, 01 January 2022 at 11:41 UTC to Friday, 22 April 2022 at 12:16 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/
[5] https://www.roadsafety.co.za/2022-04/child-loses-way-after-school-closure-in-mountview/?platform=hootsuite
[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.frontiersin.org/articles/10.3389/fped.2022.815148/full
[1] https://www.cpr.org/2022/04/13/adams-14-parents-feel-ignored-as-the-state-board-decides-the-districts-fate/
[1] https://linkinghub.elsevier.com/retrieve/pii/S0305750X21003491

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 G6:
[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 G7:
[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 G8:
[1] https://twitter.com/i/web/status/1495235600571453442

Top URLs in Tweet in G10:
[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:
[222] schoolclosure
[47] children
[39] future
[39] volunteers
[38] covid19
[23] education
[21] mochatashali
[15] stormeunice
[12] schools
[12] covid



Top Hashtags in Tweet in G1:
[77] schoolclosure
[13] covid19
[8] schools
[8] education
[6] lockdown
[5] children
[4] snowday
[4] covid_19
[4] snow
[4] school

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:
[9] delhi
[2] schoolclosure
[1] covid19
[1] school

Top Hashtags in Tweet in G6:
[10] schoolclosure
[2] covid19
[1] shameful

Top Hashtags in Tweet in G7:
[11] stormeunice
[10] devon
[8] wind
[3] wearedevon
[3] weatheraware
[3] schoolclosure
[1] weatherwarning

Top Hashtags in Tweet in G8:
[9] covidvaccination

Top Hashtags in Tweet in G9:
[2] schoolclosure
[1] unions
[1] ontario
[1] jobloss
[1] singleparent
[1] dougford

Top Hashtags in Tweet in G10:
[1] tbats
[1] teachers
[1] schools
[1] covid
[1] coronavirus
[1] pandemic
[1] schoolclosure
[1] teachertwitter
[1] teacherlife
[1] education

Top Words
Top Words in Tweet in Entire Graph:
[220] #schoolclosure
[161] school
[153] schools
[93] closed
[79] due
[79] youth
[78] help
[73] covid
[67] atmashakti3
[54] again

Top Words in Tweet in G1:
[77] #schoolclosure
[34] school
[23] closed
[15] due
[14] schools
[13] #covid19
[10] february
[9] today
[8] #schools
[8] friday

Top Words in Tweet in G2:
[55] atmashakti3
[39] odisha
[37] school
[37] reopening
[37] stand
[37] dilemma
[37] again
[37] offline
[37] class
[37] 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:
[23] schools
[23] covid
[23] cases
[21] francis_joseph
[14] feel
[14] shut
[14] down
[14] totally
[14] encounter
[14] students

Top Words in Tweet in G6:
[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 G7:
[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 G8:
[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 G9:
[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 G10:
[6] don
[6] blame
[6] teachers
[6] covid
[6] quarantines
[6] closures
[6] badassteachersa
[6] dianeravitch
[5] stevensinger3
[5] dennytay

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] odisha,school
[47] school,reopening
[47] reopening,stand
[47] stand,dilemma
[47] dilemma,again
[47] again,offline
[47] offline,class
[47] class,schools
[47] schools,scheduled
[47] 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] schools,closed

Top Word Pairs in Tweet in G2:
[37] odisha,school
[37] school,reopening
[37] reopening,stand
[37] stand,dilemma
[37] dilemma,again
[37] again,offline
[37] offline,class
[37] class,schools
[37] schools,scheduled
[37] 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:
[23] covid,cases
[14] feel,schools
[14] schools,shut
[14] shut,down
[14] down,totally
[14] totally,encounter
[14] encounter,covid
[14] cases,students
[14] students,teachers
[13] francis_joseph,feel

Top Word Pairs in Tweet in G6:
[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 G7:
[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 G8:
[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 G9:
[2] well,done

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@atmashakti3
@12_baje
@jfenster
@francis_joseph
@alljakeman
@msisodia
@educationgovuk
@bhojrsingh
@devoncc
@10downingstreet

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:
@francis_joseph
@msisodia

Top Mentioned in G6:
@educationgovuk
@10downingstreet
@usforthemuk
@nadhimzahawi
@ofstednews
@juliahb1
@iromg

Top Mentioned in G7:
@devoncc
@torridgedc

Top Mentioned in G8:
@bhojrsingh

Top Mentioned in G9:
@fordnation
@tdsb
@chelseaanne_s
@cbcnews

Top Mentioned in G10:
@badassteachersa
@dianeravitch
@stevensinger3
@dennytay
@dennytayloryes

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
@fishergirl39
@patriotpost

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
@balaram20365212
@sunadharkirsan2
@sabitrimajhi7
@debakimadi

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

Top Tweeters in G5:
@yashshankar12
@shaakbhaji
@amitctweets
@msisodia
@snehamordani
@francis_joseph
@mahin_afzal
@nitinrdalvi1
@uj_unmesh
@deepakpndt19

Top Tweeters in G6:
@iromg
@juliahb1
@nadhimzahawi
@katlogic88
@educationgovuk
@hoghugs
@hardlyperennial
@ofstednews
@kennethjolivet
@10downingstreet

Top Tweeters in G7:
@wendymounce
@nicholashayman
@egaluemozo
@devoncc
@hmgsouthwest
@tsconnected
@torridgedc
@devonmusicedhub
@ckevinmitchell
@westhillpc

Top Tweeters in G8:
@hpatel22849078
@pmcdunnough
@ivangoe4
@blahman24
@bhojrsingh
@aussiekerry1985
@haile20adane
@forgedcoupon
@pekilot

Top Tweeters in G9:
@ctvnews
@cbcnews
@tdsb
@6974searchlight
@fordnation
@crgrs
@chelseaanne_s
@sessionsdh
@chadiamansou

Top Tweeters in G10:
@education_24x7
@badassteachersa
@stevensinger3
@dianeravitch
@dennytayloryes
@eightma48100418
@sherryt21
@dennytay


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