schoolclosure, Twitter, 11/26/2022 5:10:41 AM, 284996


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schoolclosure_2022-11-25_21-07-12.xlsx
schoolclosure_2022-11-25_21-07-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 26, 2022
Short Description:
schoolclosure via NodeXL https://bit.ly/3F3bYDJ
@john_bumblebee
@atmashakti3
@thatsmanderley
@springernature
@hpatrinos
@cprbrundin
@uftscotland
@humanity2love
@indiatodayne
@capricornfmnews

Top hashtags:
#schoolclosure
#volunteer
#volunteering
#mochatashali

Description:
Description
The graph represents a network of 164 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, 26 November 2022 at 05:07 UTC.

The requested start date was Saturday, 26 November 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 112-day, 3-hour, 40-minute period from Monday, 01 August 2022 at 07:22 UTC to Monday, 21 November 2022 at 11:02 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 : 164
Unique Edges : 61
Edges With Duplicates : 204
Total Edges : 265
Number of Edge Types : 5
Retweet : 97
MentionsInRetweet : 105
Tweet : 36
Mentions : 21
Replies to : 6
Self-Loops : 37
Reciprocated Vertex Pair Ratio : 0.00763358778625954
Reciprocated Edge Ratio : 0.0151515151515152
Connected Components : 42
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 38
Maximum Edges in a Connected Component : 75
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.754371
Graph Density : 0.00493790213975759
Modularity : 0.516134
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 164 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, 26 November 2022 at 05:07 UTC.

The requested start date was Saturday, 26 November 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 112-day, 3-hour, 40-minute period from Monday, 01 August 2022 at 07:22 UTC to Monday, 21 November 2022 at 11:02 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:
[38] https://sensiblemed.substack.com/p/sacrificing-childrens-health-in-the?s=r&utm_campaign=post&utm_medium=web
[3] https://schoolreadinglist.co.uk/resources/online-courses-and-learning-for-children-and-teens/
[2] https://www.saltwire.com/halifax/opinion/bruce-mackinnon-cartoon-how-mondays-government-holiday-works-100773030/
[1] https://journals.sagepub.com/doi/10.1177/14782103221135921#.Y2AT3csIT8g.twitter
[1] https://nypost.com/2022/10/24/fresh-evidence-that-covid-school-closures-led-to-dramatic-setbacks-in-learning-for-americas-kids/
[1] https://www.greenford.ealing.sch.uk/schoolclosure
[1] https://www.thetelegraphandargus.co.uk/news/22788718.denholme-primary-school-closes-year-group-day/?ref=twtrec
[1] https://twitter.com/i/web/status/1570378510996475907
[1] https://twitter.com/i/web/status/1570365348322451457
[1] https://twitter.com/i/web/status/1569990810233339904

Top URLs in Tweet in G1:
[38] https://sensiblemed.substack.com/p/sacrificing-childrens-health-in-the?s=r&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1559499301859954688

Top URLs in Tweet in G3:
[1] https://educationnews.co.ke/2022/08/03/cs-magoha-apologizes-for-abrupt-closure-of-schools/
[1] https://educationnews.co.ke/2022/08/01/schools-to-be-closed-on-2nd-august-orders-magoha/
[1] https://twitter.com/i/web/status/1559779258993479685
[1] https://www.myarklamiss.com/news/top-stories/school-closure-franklin-parish-school-system-announces-closure-due-to-road-blocks-and-high-waters/?utm_campaign=socialflow&utm_source=t.co&utm_medium=referral
[1] https://schoolclosure.ils.uw.edu.pl/
[1] https://twitter.com/i/web/status/1564661347572486146
[1] https://twitter.com/i/web/status/1569731782169223170
[1] https://twitter.com/i/web/status/1570365348322451457
[1] https://twitter.com/i/web/status/1569990810233339904
[1] https://twitter.com/i/web/status/1570378510996475907

Top URLs in Tweet in G5:
[1] https://link.springer.com/epdf/10.1007/s40622-022-00317-w?sharing_token=1nX0OXdJD2It7GkM9sgTK_e4RwlQNchNByi7wbcMAY4gfTw_k6KYDbaEYv8rdQnWX521j7zAlqmAxStIUt-jN1O_q4Ej1ffv8aIWfNQvrb54I0rIOorIsBsMt-ZiqDACc9VNZ38wGfYvcmv7VzW5UwOWnbFffmx1enqQFhdEQEg%3D

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1569816932161064961

Top URLs in Tweet in G7:
[1] https://twitter.com/MAbsoud/status/1555419703975321600

Top URLs in Tweet in G9:
[1] https://www.indiatodayne.in/assam/story/aap-education-model-has-demolished-delhis-education-system-pijush-slams-delhi-cm-school-closure-tweet-439731-2022-08-25?utm_source=itneweb_story_share

Top Domains
Top Domains in Tweet in Entire Graph:
[38] substack.com
[14] twitter.com
[4] co.uk
[2] saltwire.com
[2] co.ke
[1] sagepub.com
[1] nypost.com
[1] sch.uk
[1] edu.pl
[1] indiatodayne.in

Top Domains in Tweet in G1:
[38] substack.com

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

Top Domains in Tweet in G3:
[6] twitter.com
[2] co.ke
[1] myarklamiss.com
[1] edu.pl
[1] co.uk

Top Domains in Tweet in G5:
[1] springer.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G9:
[1] indiatodayne.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[55] schoolclosure
[23] volunteer
[23] volunteering
[23] mochatashali
[23] community
[23] help
[23] change
[12] covid19
[8] research
[8] learningloss



Top Hashtags in Tweet in G1:
[1] dorhout
[1] covid19
[1] schoolclosure
[1] facemask

Top Hashtags in Tweet in G2:
[23] volunteer
[23] volunteering
[23] mochatashali
[23] community
[23] help
[23] change

Top Hashtags in Tweet in G3:
[11] schoolclosure
[2] magoha
[2] breakthesilence_raisevoice4afg
[2] sharedresponsibility_schoolclosure
[2] resilientwomen_dynamicyouth_proudgirls
[2] wetheyounggeneration_wontbesilenced
[2] standup4whatis_truthrighttruematters
[2] bevoice4voiceless_begirlsvoice_girlshope
[2] letafghangirlslearn_letmelearn
[1] august9th

Top Hashtags in Tweet in G4:
[9] schoolclosure

Top Hashtags in Tweet in G5:
[8] research
[8] covid19
[8] schoolclosure
[8] learningloss

Top Hashtags in Tweet in G7:
[3] schoolclosure

Top Hashtags in Tweet in G8:
[1] punjab
[1] haryana
[1] farmers
[1] stubbleburning
[1] schoolclosure

Top Hashtags in Tweet in G9:
[1] assam
[1] delhi
[1] educationsystem
[1] schoolclosure

Top Hashtags in Tweet in G10:
[7] schoolclosure

Top Words
Top Words in Tweet in Entire Graph:
[78] health
[55] #schoolclosure
[43] children
[38] branden
[38] kinderen
[38] mochten
[38] name
[38] sacrificing
[38] wel
[37] john_bumblebee

Top Words in Tweet in G1:
[76] health
[38] sacrificing
[38] children
[38] kinderen
[38] mochten
[38] wel
[38] branden
[38] name
[37] john_bumblebee

Top Words in Tweet in G2:
[23] support
[23] #volunteering
[23] #volunteer
[23] write
[23] #mochatashali
[23] #help
[23] #change
[23] volunteers
[23] know
[23] #community

Top Words in Tweet in G3:
[11] #schoolclosure
[10] school
[7] closed
[6] closure
[5] september
[5] monday
[5] schools
[3] high
[3] classes
[3] day

Top Words in Tweet in G4:
[9] club
[9] great
[9] book
[9] begins
[9] leaders
[9] pivot
[9] #schoolclosure
[9] recommendation
[8] thatsmanderley

Top Words in Tweet in G5:
[8] #schoolclosure
[8] decision
[8] read
[8] springernature
[8] #covid19
[8] #research
[8] #learningloss
[8] published
[8] latest
[7] hpatrinos

Top Words in Tweet in G6:
[14] schools
[7] poverty
[7] largely
[7] closure
[7] concentrations
[7] students
[7] higher
[7] list
[7] living
[7] jeffco's

Top Words in Tweet in G7:
[4] children
[3] #schoolclosure
[3] selfish
[2] pro
[2] according
[2] resilient
[2] leaders
[2] trade
[2] politicians
[2] union

Top Words in Tweet in G8:
[2] abt

Top Words in Tweet in G9:
[2] education
[2] delhi

Top Words in Tweet in G10:
[7] #schoolclosure
[5] school
[4] closed
[4] village
[4] dr
[4] nkuri
[4] partially
[4] matsambu
[4] department
[4] primary

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] children,health
[38] kinderen,mochten
[38] sacrificing,children
[38] health,kinderen
[38] health,name
[38] mochten,wel
[38] name,health
[38] wel,branden
[37] john_bumblebee,sacrificing
[23] support,volunteers

Top Word Pairs in Tweet in G1:
[38] health,name
[38] mochten,wel
[38] name,health
[38] kinderen,mochten
[38] wel,branden
[38] sacrificing,children
[38] health,kinderen
[38] children,health
[37] john_bumblebee,sacrificing

Top Word Pairs in Tweet in G2:
[23] #volunteering,#mochatashali
[23] #volunteer,#volunteering
[23] volunteers,write
[23] #community,#help
[23] #mochatashali,#community
[23] support,volunteers
[23] know,#volunteer
[23] write,know
[23] #help,#change
[22] atmashakti3,support

Top Word Pairs in Tweet in G3:
[4] school,closed
[4] school,closure
[2] labor,day
[2] saint,paul
[2] #breakthesilence_raisevoice4afg,#sharedresponsibility_schoolclosure
[2] high,school
[2] #resilientwomen_dynamicyouth_proudgirls,#wetheyounggeneration_wontbesilenced
[2] elizabeth,ii
[2] #wetheyounggeneration_wontbesilenced,#standup4whatis_truthrighttruematters
[2] closed,monday

Top Word Pairs in Tweet in G4:
[9] club,recommendation
[9] pivot,begins
[9] book,club
[9] #schoolclosure,pivot
[9] great,#schoolclosure
[9] leaders,great
[9] recommendation,leaders
[8] thatsmanderley,book

Top Word Pairs in Tweet in G5:
[8] latest,#research
[8] #learningloss,published
[8] published,springernature
[8] #schoolclosure,#learningloss
[8] #research,#covid19
[8] springernature,decision
[8] #covid19,#schoolclosure
[8] read,latest
[7] hpatrinos,read

Top Word Pairs in Tweet in G6:
[7] schools,higher
[7] concentrations,students
[7] largely,schools
[7] jeffco's,closure
[7] living,poverty
[7] list,largely
[7] closure,list
[7] higher,concentrations
[7] students,living
[7] schools,jeffco's

Top Word Pairs in Tweet in G7:
[2] children,resilient
[2] resilient,according
[2] trade,union
[2] politicians,trade
[2] pro,#schoolclosure
[2] selfish,politicians
[2] union,leaders
[2] according,selfish
[2] leaders,pro

Top Word Pairs in Tweet in G10:
[4] closed,matsambu
[4] matsambu,primary
[4] #schoolclosure,department
[4] limpopo,partially
[4] nkuri,village
[4] department,labour
[4] partially,closed
[4] school,nkuri
[4] labour,limpopo
[4] primary,school

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@john_bumblebee
@atmashakti3
@thatsmanderley
@springernature
@hpatrinos
@cprbrundin
@capricornfmnews
@koudijshenk
@narendramodi
@wafb

Top Mentioned in G1:
@john_bumblebee

Top Mentioned in G2:
@atmashakti3

Top Mentioned in G4:
@thatsmanderley

Top Mentioned in G5:
@springernature
@hpatrinos

Top Mentioned in G6:
@cprbrundin

Top Mentioned in G7:
@uftscotland
@eisunion
@emma_seith
@tes

Top Mentioned in G8:
@pmoindia
@cmopb
@cmodelhi
@cmohry

Top Mentioned in G9:
@pijush_hazarika
@arvindkejriwal
@aamaadmiparty
@cmofficeassam

Top Mentioned in G10:
@capricornfmnews

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@spacema09104056
@susanbe36094276
@plepsart
@rweingarten
@publichealthmap
@ingridtuinstra1
@hlfavorito2
@johnnybg19
@wafb

Top Tweeters in G1:
@spacema09104056
@plepsart
@ingridtuinstra1
@johnnybg19
@afcaziva
@fryskegroun1
@ellyb53292373
@olduvaitheory
@shadowfax2u
@carolinevdborst

Top Tweeters in G2:
@rabindr61087528
@jogibeti
@balakri78602703
@durjanharijanh2
@bikashmancha
@msssundargarh
@susantapattnay8
@kuna_kanta
@atmashakti3
@sevasukjan

Top Tweeters in G3:
@myarklamiss
@calwhitejr
@mrkm_a
@stpaulsrchigh
@aoadailynews
@braddeas_tanda
@girlsincjax
@annstorckcenter
@inwoodacademy
@educationnewske

Top Tweeters in G4:
@susanbe36094276
@leoniedelt
@hassaanhch
@yorkieautie
@vicster82
@kengibs1
@barekicks
@be_witched77
@thatsmanderley

Top Tweeters in G5:
@springernature
@hpatrinos
@hartwigschafer
@diegolunabaz
@pablo_lavado
@tigranshmis
@mohammadaliyafi
@bnaceva
@jasmhincs

Top Tweeters in G6:
@danampatton
@nbminor
@73newport
@pjones5280
@cprbrundin
@alefkowits

Top Tweeters in G7:
@tes
@eisunion
@henry_hepburn
@uftscotland
@jojo07800610
@emma_seith

Top Tweeters in G8:
@cmohry
@pmoindia
@cmopb
@humanity2love
@cmodelhi

Top Tweeters in G9:
@aamaadmiparty
@arvindkejriwal
@cmofficeassam
@indiatodayne
@pijush_hazarika

Top Tweeters in G10:
@capricornfmnews
@leuba_ramakadi
@moseamedikabelo
@pfano_kwinda