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schoolclosure_2021-11-25_00-34-17.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 25, 2021
Short Description:
schoolclosure via NodeXL https://bit.ly/30XWejK
@atmashakti3
@kusa_pradhani
@mishwoz
@samirdash01
@cmo_odisha
@odisharte
@mosarkar5t
@newsmedical
@_learningportal
@prairiepostalta

Top hashtags:
#schoolclosure
#covid19
#education
#children
#ukschools
#sos
#germany

Description:
Description
The graph represents a network of 182 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, 25 November 2021 at 08:34 UTC.

The requested start date was Thursday, 25 November 2021 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 82-day, 9-hour, 26-minute period from Thursday, 02 September 2021 at 08:13 UTC to Tuesday, 23 November 2021 at 17:40 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 : 182
Unique Edges : 147
Edges With Duplicates : 181
Total Edges : 328
Number of Edge Types : 5
Tweet : 53
Retweet : 69
MentionsInRetweet : 94
Mentions : 100
Replies to : 12
Self-Loops : 54
Reciprocated Vertex Pair Ratio : 0.0113636363636364
Reciprocated Edge Ratio : 0.0224719101123595
Connected Components : 61
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 35
Maximum Edges in a Connected Component : 97
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.128866
Graph Density : 0.00540343634266286
Modularity : 0.545622
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 182 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, 25 November 2021 at 08:34 UTC.

The requested start date was Thursday, 25 November 2021 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 82-day, 9-hour, 26-minute period from Thursday, 02 September 2021 at 08:13 UTC to Tuesday, 23 November 2021 at 17:40 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://www.euronews.com/2021/09/20/disadvantaged-children-in-germany-bear-the-brunt-of-school-closures
[13] https://twitter.com/12_baje/status/1450711636210171905
[5] http://covid19.uis.unesco.org/disruptions-due-to-school-closures/
[3] https://www.news-medical.net/news/20211029/Causal-effect-of-school-closures-on-reducing-COVID-19-spread-in-Japan.aspx
[3] https://www.craighuey.com/larry-elder-open-letter-to-those-who-want-to-vote-for-a-different-candidate-to-replace-gavin-newsom-why-larry-over-the-other-46-candidates/
[2] https://drive.google.com/file/d/133Zr3iTj7IBo1DlckUqi6dV7OBAhfMxi/view?usp=sharing
[2] https://www.blackactivistwriter.net/post/learning-school
[1] https://hamraahe.com/smog-punjab-govt-orders-closure-of-schools-offices-on-mondays-until-january-15/
[1] https://cprindia.org/sites/default/files/We%20are%20failing%20our%20children.pdf
[1] https://odishabytes.com/prolonged-covid-induced-school-closure-poses-threat-to-gender-equality-unseco/

Top URLs in Tweet in G1:
[3] https://www.craighuey.com/larry-elder-open-letter-to-those-who-want-to-vote-for-a-different-candidate-to-replace-gavin-newsom-why-larry-over-the-other-46-candidates/
[1] https://udaysarvodaya.com/dilchasp/school-closure-during-the-corona-period-affects-the-learning-of-80-percent-of-the-children-774061?utm_campaign=pubshare&utm_source=Twitter&utm_medium=751827659563241472&utm_content=auto-link&utm_id=1232
[1] https://sangatmag.com/latest/11316/
[1] https://twitter.com/i/web/status/1437551946873835524
[1] https://twitter.com/FCPSMaryland/status/1440972297012142082
[1] https://www.birminghammail.co.uk/news/midlands-news/hundreds-smiths-wood-academy-pupils-21669801?fbclid=IwAR1SHSg2rkMDZTTZF8SqiqcMyUaVGYjAUOmK0W47piTi8e7Ry0ti2k0ILbs
[1] https://globalnews.ca/
[1] https://globalnews.ca/news/8219852/covid-19-alberta-schools-remote-learning-shift/
[1] https://medicaldialogues.in/pediatrics-neonatology/news/myopia-prevalence-rises-among-home-schooling-children-during-covid-19-pandemic-bmj-82301?utm_campaign=pubshare&utm_source=Twitter&utm_medium=3246541758&utm_content=scheduled-link&utm_id=30
[1] https://www.thedailystar.net/news/bangladesh/news/child-marriage-pandemic-scourge-returns-tiptoe-2195446

Top URLs in Tweet in G2:
[13] https://twitter.com/12_baje/status/1450711636210171905

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1438208941821812742

Top URLs in Tweet in G4:
[1] https://twitter.com/PlebConcerned/status/1441985612685402117

Top URLs in Tweet in G5:
[5] http://covid19.uis.unesco.org/disruptions-due-to-school-closures/

Top URLs in Tweet in G6:
[3] https://www.news-medical.net/news/20211029/Causal-effect-of-school-closures-on-reducing-COVID-19-spread-in-Japan.aspx

Top URLs in Tweet in G7:
[1] https://www.prairiepost.com/alberta/new-brigden-school-closure-decision-still-to-be-made/article_40efb36c-163d-11ec-b5a7-0f09e9881a60.html

Top URLs in Tweet in G9:
[1] https://www.theguardian.com/global-development/2021/sep/06/their-future-could-be-destroyed-the-global-struggle-for-schooling-after-covid-closures
[1] https://www.nytimes.com/2021/09/01/podcasts/the-daily/schools-coronavirus-delta-variant.html?via

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[109] schoolclosure
[35] covid19
[18] education
[16] children
[14] ukschools
[14] sos
[14] germany
[13] 12baje12minute
[13] educationforall
[13] odisha



Top Hashtags in Tweet in G1:
[27] schoolclosure
[4] covid19
[4] education
[3] school
[3] californiadreams
[3] calvarychapel
[2] christians
[2] christianbakers
[2] christiansflorists
[2] gavinnewsomfailed

Top Hashtags in Tweet in G2:
[13] 12baje12minute
[13] educationforall
[13] odisha
[13] righttoeducation
[13] schoolclosure

Top Hashtags in Tweet in G4:
[14] ukschools
[14] sos
[14] schoolclosure
[1] deltaspread
[1] longcovidkids
[1] moralemptiness

Top Hashtags in Tweet in G5:
[17] covid19
[5] schoolclosure

Top Hashtags in Tweet in G6:
[2] school
[2] japan
[2] covid19
[2] covid
[2] coronavirus
[2] sarscov2
[2] schoolclosure

Top Hashtags in Tweet in G7:
[1] schoolclosure
[1] newbrigden
[1] prsd8

Top Hashtags in Tweet in G8:
[1] useless
[1] neglect
[1] illegal
[1] nyc
[1] schoolclosure
[1] parents
[1] schools
[1] covid19
[1] mayor
[1] doe

Top Hashtags in Tweet in G9:
[2] schoolclosure
[2] onlinelearning
[1] covid
[1] schoolsreopen
[1] mentalhealthawareness
[1] inequality
[1] podcast
[1] pandemic
[1] deltavariant
[1] covid19

Top Hashtags in Tweet in G10:
[1] shambolic
[1] covid
[1] extort
[1] m7regime
[1] dubao2020export
[1] covidresponse
[1] schoolclosure
[1] ppe
[1] covidmoney

Top Words
Top Words in Tweet in Entire Graph:
[108] #schoolclosure
[65] school
[40] closures
[40] children
[35] #covid19
[30] learning
[27] measures
[22] use
[22] time
[19] remote

Top Words in Tweet in G1:
[27] #schoolclosure
[12] school
[4] closed
[4] #covid19
[4] क
[4] schools
[4] due
[4] #education
[3] #school
[3] larry

Top Words in Tweet in G2:
[15] sir
[15] cmo_odisha
[15] samirdash01
[15] mosarkar5t
[15] odisharte
[15] kindly
[13] #12baje12minute
[13] #educationforall
[13] #odisha
[13] #righttoeducation

Top Words in Tweet in G3:
[16] see
[16] children
[16] preparing
[16] themselves
[16] adolescent
[16] workers
[16] time
[15] atmashakti3
[15] bo

Top Words in Tweet in G4:
[14] #ukschools
[14] #sos
[14] those
[14] watching
[14] overseas
[14] public
[14] health
[14] authorities
[14] failing
[14] act

Top Words in Tweet in G5:
[22] use
[22] learning
[22] measures
[17] interested
[17] key
[17] findings
[17] #covid19
[17] school
[17] closures
[17] remote

Top Words in Tweet in G6:
[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 G8:
[2] drichardsqns

Top Words in Tweet in G9:
[2] #schoolclosure
[2] #onlinelearning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] school,closures
[22] learning,measures
[19] remote,learning
[17] interested,key
[17] key,findings
[17] findings,#covid19
[17] #covid19,school
[17] closures,use
[17] use,remote
[17] measures,globally

Top Word Pairs in Tweet in G1:
[3] larry,elder
[3] elder,elected
[3] elected,over
[3] over,46
[3] 46,#californiadreams
[3] #californiadreams,#calvarychapel
[3] covid,19
[2] school,closed
[2] #school,#schoolclosure
[2] #calvarychapel,#christians

Top Word Pairs in Tweet in G2:
[15] sir,cmo_odisha
[15] cmo_odisha,samirdash01
[15] samirdash01,mosarkar5t
[15] mosarkar5t,odisharte
[14] odisharte,kindly
[13] #12baje12minute,#educationforall
[13] #educationforall,#odisha
[13] #odisha,#righttoeducation
[13] #righttoeducation,#schoolclosure
[11] educational,rights

Top Word Pairs in Tweet in G3:
[16] see,children
[16] children,preparing
[16] preparing,themselves
[16] themselves,adolescent
[16] adolescent,workers
[16] workers,time
[15] atmashakti3,see
[15] time,bo

Top Word Pairs in Tweet in G4:
[14] #ukschools,#sos
[14] #sos,those
[14] those,watching
[14] watching,overseas
[14] overseas,public
[14] public,health
[14] health,authorities
[14] authorities,failing
[14] failing,act
[14] act,#schoolclosure

Top Word Pairs in Tweet in G5:
[22] learning,measures
[17] interested,key
[17] key,findings
[17] findings,#covid19
[17] #covid19,school
[17] school,closures
[17] closures,use
[17] use,remote
[17] remote,learning
[17] measures,globally

Top Word Pairs in Tweet in G6:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@atmashakti3
@cmo_odisha
@samirdash01
@mosarkar5t
@odisharte
@mishwoz
@_learningportal
@une
@vastuullisuus
@unescostat

Top Mentioned in G1:
@ourpatriot2020

Top Mentioned in G2:
@cmo_odisha
@samirdash01
@mosarkar5t
@odisharte
@iammrdashing
@dillipchhatria
@atmashakti3

Top Mentioned in G3:
@atmashakti3

Top Mentioned in G4:
@mishwoz

Top Mentioned in G5:
@_learningportal
@une
@unescostat

Top Mentioned in G6:
@natureportfolio
@harvard
@newsmedical
@000fukumoto
@cmcclean
@umich
@u
@naturemedicine

Top Mentioned in G7:
@nbschoolprsd8
@prairierosesd8
@specialareas
@newbrigden
@thetownofoyen
@oyenschool

Top Mentioned in G8:
@jumaanewilliams
@drichardsqns
@tishjames
@govkathyhochul

Top Mentioned in G9:
@guardiannews
@nytimes
@mikiebarb
@kevinroose
@danagoldstein

Top Mentioned in G10:
@chrisblackjo1
@kagutamuseveni
@snduhukire

Top Tweeters
Top Tweeters in Entire Graph:
@viralvideovlogs
@nytimes
@wjz
@education_24x7
@tmucall
@jazzaoxon
@guardiannews
@theeconomist
@dailystarnews
@vastuullisuus

Top Tweeters in G1:
@wjz
@tmucall
@dailystarnews
@onmanorama
@barrie360
@tomtolkien
@medicaldialogs
@bytesodisha
@nnslonline
@engchik

Top Tweeters in G2:
@cmo_odisha
@umeshbag13
@odisharte
@kusa_pradhani
@dillipchhatria
@sharmjeebi
@manojna89777387
@mosarkar5t
@babulaltandi4
@iammrdashing

Top Tweeters in G3:
@bharatirao13
@chittar33041399
@kunakantabeher2
@bagh_laxmi
@gobaerdhan
@debakimadi
@sukri_arjun
@mallikgandhi
@upendramahanan6
@jayanandanayak1

Top Tweeters in G4:
@jazzaoxon
@mattprescott
@marcusfitzsimon
@dmodoscutter
@cordeliaappleb1
@hoppysaul
@cocobelladoodle
@mishwoz
@noelwalker111
@holdenjenefer

Top Tweeters in G5:
@marianatrobosky
@unescostat
@sandra_bax
@ukfiet
@real_centre
@healthedures
@_learningportal
@cander_research
@accemakers
@une

Top Tweeters in G6:
@newsmedical
@harvard
@umich
@natureportfolio
@naturemedicine
@tokyo_0
@000fukumoto
@cmcclean
@u

Top Tweeters in G7:
@prairiepostalta
@prairierosesd8
@specialareas
@nbschoolprsd8
@newbrigden
@oyenschool
@thetownofoyen

Top Tweeters in G8:
@jumaanewilliams
@nycmayor
@drichardsqns
@govkathyhochul
@parissorel
@tishjames

Top Tweeters in G9:
@nytimes
@guardiannews
@mikiebarb
@danagoldstein
@intl_ed_news
@kevinroose

Top Tweeters in G10:
@chrisblackjo1
@snduhukire
@jwhalouxhaso
@kagutamuseveni
@busuulwamuyomba


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