schoolclosure, Twitter, 3/12/2022 4:35:05 AM, 272950


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schoolclosure_2022-03-11_20-24-00.xlsx
schoolclosure_2022-03-11_20-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2022
Short Description:
schoolclosure via NodeXL https://bit.ly/3t4AnTB
@atmashakti3
@12_baje
@jfenster
@cmo_odisha
@chittar33041399
@gobaerdhan
@sukri_arjun
@sunadharkirsan2
@ssjharsuguda
@msssambalpur

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

Description:
Description
The graph represents a network of 468 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, 12 March 2022 at 04:25 UTC.

The requested start date was Saturday, 12 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 97-day, 1-hour, 13-minute period from Friday, 03 December 2021 at 14:12 UTC to Thursday, 10 March 2022 at 15:25 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 : 468
Unique Edges : 231
Edges With Duplicates : 582
Total Edges : 813
Number of Edge Types : 5
Retweet : 257
MentionsInRetweet : 303
Tweet : 143
Replies to : 14
Mentions : 96
Self-Loops : 144
Reciprocated Vertex Pair Ratio : 0.0216216216216216
Reciprocated Edge Ratio : 0.0423280423280423
Connected Components : 152
Single-Vertex Connected Components : 80
Maximum Vertices in a Connected Component : 97
Maximum Edges in a Connected Component : 225
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.515464
Graph Density : 0.0017295338494482
Modularity : 0.499359
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 468 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, 12 March 2022 at 04:25 UTC.

The requested start date was Saturday, 12 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 97-day, 1-hour, 13-minute period from Friday, 03 December 2021 at 14:12 UTC to Thursday, 10 March 2022 at 15:25 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
[3] https://www.outlookindia.com/magazine/story/india-news-education-is-key-to-battling-indias-poverty-challenge/305291
[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://drive.google.com/file/d/133Zr3iTj7IBo1DlckUqi6dV7OBAhfMxi/view?usp=sharing
[2] https://nijamtoday.com/2021/12/13/32-cr-children-affected-by-school-closure/
[1] https://www.attachmentmummy.com/2021/01/how-to-make-cute-alien-bookmark.html?utm_campaign=coschedule&utm_source=twitter&utm_medium=AttachmentMumma

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/1466905955375796225
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DrGz4TMy-hfM&q=EgS4SO-bGKDBsJEGIhAP79aYO8eQsxGK4t7u_HxYMgFy
[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
[1] https://www.washingtonpost.com/education/2021/12/14/good-counsel-covid-outbreak-canceled/?tid=ss_tw
[1] https://educationbytes.in/school-closures-again-would-be-disastrous-for-children-unicef/
[1] https://www.bbc.com/news/education-59650108
[1] https://nepalnews.com.np/s/nation/snowfall-in-manang-leads-to-school-closure

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
[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 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://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 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:
[228] schoolclosure
[51] covid19
[46] children
[39] future
[39] volunteers
[26] education
[21] mochatashali
[15] covid
[15] stormeunice
[14] schools



Top Hashtags in Tweet in G1:
[87] schoolclosure
[16] covid19
[9] schools
[8] education
[7] lockdown
[5] omicron
[4] covid
[4] children
[4] snowday
[4] snow

Top Hashtags in Tweet in G2:
[19] 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:
[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:
[13] covid19
[5] schoolclosure
[3] digitaldivide
[3] education
[1] schools

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:
[8] schoolclosure

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:
[226] #schoolclosure
[145] school
[127] schools
[85] closed
[79] due
[79] youth
[79] help
[68] class
[63] atmashakti3
[51] #covid19

Top Words in Tweet in G1:
[87] #schoolclosure
[35] school
[21] closed
[17] schools
[16] #covid19
[16] due
[10] february
[9] #schools
[9] today
[8] #education

Top Words in Tweet in G2:
[51] atmashakti3
[34] odisha
[33] school
[32] reopening
[32] stand
[32] dilemma
[32] again
[32] offline
[32] class
[32] 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:
[24] class
[13] #covid19
[13] india
[12] bef
[12] ore
[12] 50
[12] rural
[12] sch
[12] ool
[12] go

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

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

Top Word Pairs in Tweet in G2:
[32] odisha,school
[32] school,reopening
[32] reopening,stand
[32] stand,dilemma
[32] dilemma,again
[32] again,offline
[32] offline,class
[32] class,schools
[32] schools,scheduled
[32] 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:
[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:
[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:
[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 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
@alljakeman
@cpr_india
@bhojrsingh
@devoncc
@10downingstreet
@educationgovuk
@usforthemuk

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
@outlookindia
@aiyaryamini
@jeevanpsharma

Top Mentioned in G6:
@devoncc
@torridgedc

Top Mentioned in G7:
@10downingstreet
@educationgovuk
@usforthemuk

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
@lndontretweets
@education_24x7
@outlookindia
@madhyamam
@navbharattimes
@lee_in_iowa
@torontostar
@politico
@sillygrandma99

Top Tweeters in G1:
@madhyamam
@attachmentmumma
@piratefm
@annmlee1
@sedonarockss
@scruffy65
@garofalowx
@lovemoz1
@tiffmyoungperry
@saigonste

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

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

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

Top Tweeters in G5:
@outlookindia
@smartecocity
@gmukhopadhaya
@cpr_india
@prashikpanpatil
@9dominick9
@quirkyhos
@manishchandi
@kangapadan
@aiyaryamini

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

Top Tweeters in G7:
@katlogic88
@educationgovuk
@hoghugs
@hardlyperennial
@10downingstreet
@kennethjolivet
@denisecassata
@usforthemuk
@slimojean
@jane51982531

Top Tweeters in G8:
@hpatel22849078
@pmcdunnough
@ivangoe4
@bhojrsingh
@blahman24
@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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