schoolclosure, Twitter, 3/5/2022 4:37:23 AM, 272529


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schoolclosure_2022-03-04_20-24-00.xlsx
schoolclosure_2022-03-04_20-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 05, 2022
Short Description:
schoolclosure via NodeXL https://bit.ly/3pHnJaT
@atmashakti3
@12_baje
@jfenster
@cmo_odisha
@chittar33041399
@sabitrimajhi7
@sasmita47438127
@msssundergarh
@ssjharsuguda
@msssambalpur

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

Description:
Description
The graph represents a network of 539 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, 05 March 2022 at 04:25 UTC.

The requested start date was Saturday, 05 March 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 123-day, 2-hour, 40-minute period from Monday, 01 November 2021 at 11:56 UTC to Friday, 04 March 2022 at 14:36 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 : 539
Unique Edges : 270
Edges With Duplicates : 641
Total Edges : 911
Number of Edge Types : 5
Retweet : 278
MentionsInRetweet : 329
Tweet : 163
Mentions : 121
Replies to : 20
Self-Loops : 164
Reciprocated Vertex Pair Ratio : 0.0212264150943396
Reciprocated Edge Ratio : 0.0415704387990762
Connected Components : 172
Single-Vertex Connected Components : 87
Maximum Vertices in a Connected Component : 93
Maximum Edges in a Connected Component : 213
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.468024
Graph Density : 0.00149319612941493
Modularity : 0.512809
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 539 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, 05 March 2022 at 04:25 UTC.

The requested start date was Saturday, 05 March 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 123-day, 2-hour, 40-minute period from Monday, 01 November 2021 at 11:56 UTC to Friday, 04 March 2022 at 14:36 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/
[3] https://mailchi.mp/ed3338e7742c/classes-canceled-2322
[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
[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/
[2] https://cprindia.org/sites/default/files/We%20are%20failing%20our%20children.pdf

Top URLs in Tweet in G1:
[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
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-reports-medicine%2Ffulltext%2FS2666-3791%2821%2900320-7&rc=0
[1] https://twitter.com/NOS/status/1470733291523383297

Top URLs in Tweet in G2:
[1] https://educationbytes.in/less-than-29-students-in-odisha-had-access-to-smartphones-during-pandemic-in-2020/
[1] https://twitter.com/12_baje/status/1450711636210171905

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:
[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 G7:
[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 G8:
[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 G9:
[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 G10:
[1] https://twitter.com/i/web/status/1495235600571453442

Top Domains
Top Domains in Tweet in Entire Graph:
[26] twitter.com
[7] co.uk
[6] gadflyonthewallblog.com
[4] gov.uk
[4] pakistannewshub.com
[4] outlookindia.com
[3] youtube.com
[3] educationbytes.in
[3] mailchi.mp
[3] care.com

Top Domains in Tweet in G1:
[13] twitter.com
[4] pakistannewshub.com
[2] youtube.com
[2] educationbytes.in
[2] madhyamam.com
[2] hamraahe.com
[2] bangladeshlivenews.com
[1] tinyurl.com
[1] montco.today
[1] odishabytes.com

Top Domains in Tweet in G2:
[1] educationbytes.in
[1] twitter.com

Top Domains in Tweet in G4:
[2] edsource.org
[1] mercurynews.com
[1] twitter.com

Top Domains in Tweet in G5:
[4] outlookindia.com
[2] cprindia.org

Top Domains in Tweet in G7:
[1] science.org
[1] twitter.com
[1] thelocal.no
[1] bbc.com

Top Domains in Tweet in G8:
[3] gov.uk

Top Domains in Tweet in G9:
[1] gov.uk

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[265] schoolclosure
[59] covid19
[45] children
[37] future
[37] volunteers
[35] education
[21] mochatashali
[15] covid
[15] stormeunice
[15] schools



Top Hashtags in Tweet in G1:
[96] schoolclosure
[17] covid19
[11] education
[9] schools
[7] school
[6] lockdown
[5] children
[5] omicron
[4] covid
[4] snowday

Top Hashtags in Tweet in G2:
[20] mochatashali
[5] schoolclosure
[1] reopeningdilemma
[1] learningloss
[1] bleakfuture
[1] missionchatashali
[1] educationmatters
[1] childrenissue
[1] learning
[1] 12baje12minute

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

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

Top Hashtags in Tweet in G5:
[15] covid19
[10] schoolclosure
[3] digitaldivide
[3] education
[1] schools

Top Hashtags in Tweet in G6:
[13] stormarwen
[1] teaminver
[1] community
[1] schoolclosure
[1] rtplease

Top Hashtags in Tweet in G8:
[11] stormeunice
[10] devon
[8] wind
[3] wearedevon
[3] weatheraware
[3] schoolclosure
[1] weatherwarning

Top Hashtags in Tweet in G9:
[8] schoolclosure

Top Hashtags in Tweet in G10:
[9] covidvaccination

Top Words
Top Words in Tweet in Entire Graph:
[262] #schoolclosure
[159] school
[132] schools
[99] due
[96] closed
[78] help
[75] youth
[65] class
[59] #covid19
[59] atmashakti3

Top Words in Tweet in G1:
[96] #schoolclosure
[40] school
[21] closed
[19] schools
[17] #covid19
[16] due
[11] #education
[10] february
[9] #schools
[9] today

Top Words in Tweet in G2:
[48] atmashakti3
[31] odisha
[30] school
[29] reopening
[29] stand
[29] dilemma
[29] again
[29] offline
[29] class
[29] schools

Top Words in Tweet in G3:
[74] youth
[74] help
[37] future
[37] nation
[37] actions
[37] #future
[37] #children
[37] calling
[37] #volunteers
[36] 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:
[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 G6:
[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 G8:
[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 G9:
[9] children
[8] 10downingstreet
[8] educationgovuk
[8] well
[8] aware
[8] damage
[8] #schoolclosure
[8] isolation
[8] see
[8] annex

Top Words in Tweet in G10:
[18] gt
[9] due
[9] success
[9] #covidvaccination
[9] 82
[9] vaccinated
[9] nov
[9] 21
[9] 50
[9] boosted

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

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

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

Top Word Pairs in Tweet in G3:
[37] youth,future
[37] future,nation
[37] nation,actions
[37] actions,help
[37] help,#future
[37] #future,#children
[37] #children,calling
[37] calling,youth
[37] youth,#volunteers
[37] #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:
[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 G6:
[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 G8:
[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 G9:
[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 G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@atmashakti3
@12_baje
@jfenster
@cpr_india
@inverurieacad
@bhojrsingh
@devoncc
@usforthemuk
@10downingstreet
@educationgovuk

Top Mentioned in G2:
@atmashakti3
@cmo_odisha
@samirdash01
@mosarkar5t
@odisharte
@smeodisha
@bpsethi
@samirmohantybjp
@kumitrak
@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:
@cpr_india
@aiyaryamini
@outlookindia
@jeevanpsharma

Top Mentioned in G6:
@inverurieacad

Top Mentioned in G7:
@usforthemuk
@essexpr
@dr_ellie
@lucygobag
@thelucyjohnston
@collateralglbl
@drjbhattacharya
@sunetragupta
@martinkulldorff
@toby00green

Top Mentioned in G8:
@devoncc
@torridgedc

Top Mentioned in G9:
@10downingstreet
@educationgovuk
@usforthemuk

Top Mentioned in G10:
@bhojrsingh

Top Tweeters
Top Tweeters in Entire Graph:
@rk70534
@lndontretweets
@education_24x7
@outlookindia
@madhyamam
@navbharattimes
@lee_in_iowa
@torontostar
@politico
@sillygrandma99

Top Tweeters in G1:
@madhyamam
@onmanorama
@piratefm
@annmlee1
@sedonarockss
@scruffy65
@garofalowx
@lovemoz1
@tiffmyoungperry
@bytesodisha

Top Tweeters in G2:
@uniindianews
@yvesmulkers
@samadovaabditch
@bufferedstart
@cmo_odisha
@samirmohantybjp
@bharatirao13
@chittar33041399
@odisharte
@bagh_laxmi

Top Tweeters in G3:
@unesco
@azimpremjiuniv
@subhashreemadh4
@sasmita47438127
@rabindr61087528
@gobaerdhan
@sabitrimajhi7
@sunadharkirsan2
@debakimadi
@sukri_arjun

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

Top Tweeters in G5:
@outlookindia
@smartecocity
@gmukhopadhaya
@kumar56p
@saurabhtodi
@cpr_india
@prashikpanpatil
@9dominick9
@quirkyhos
@manishchandi

Top Tweeters in G6:
@lynndseymour
@glassofwatergem
@macleankatie
@suzamalooz
@inverurieacad
@inveracadrrsg
@inverurieht
@judymwhyte
@mrfullermsh
@inveruriegirfec

Top Tweeters in G7:
@essexpr
@lucygobag
@dr_ellie
@selfharmres
@koudijshenk
@thelucyjohnston
@drjbhattacharya
@martinkulldorff
@toby00green
@collateralglbl

Top Tweeters in G8:
@wendymounce
@nicholashayman
@egaluemozo
@devoncc
@hmgsouthwest
@tsconnected
@torridgedc
@devonmusicedhub
@ckevinmitchell
@westhillpc

Top Tweeters in G9:
@katlogic88
@educationgovuk
@hoghugs
@hardlyperennial
@10downingstreet
@kennethjolivet
@denisecassata
@usforthemuk
@slimojean
@jane51982531

Top Tweeters in G10:
@hpatel22849078
@pmcdunnough
@ivangoe4
@bhojrsingh
@blahman24
@aussiekerry1985
@haile20adane
@forgedcoupon
@pekilot


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