schoolclosure, Twitter, 12/4/2020 5:43:31 AM, 242643


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schoolclosure_2020-12-03_00-34-17.xlsx
schoolclosure_2020-12-03_00-34-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 04, 2020
Short Description:
schoolclosure via NodeXL https://bit.ly/39JLO9Q
@intl_ed_news
@elastigirlvotes
@nisaedu
@wfp_nepal
@pratham_india
@betsydevos
@smartdissent
@kfarooqi
@sabitrimajhi2
@bbcnews

Top hashtags:
#schoolclosure
#covid19
#morningjoe
#education
#nyc
#school
#karnali

Description:
Description
The graph represents a network of 625 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, 03 December 2020 at 08:36 UTC.

The requested start date was Thursday, 03 December 2020 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 91-day, 9-hour, 13-minute period from Tuesday, 01 September 2020 at 10:46 UTC to Tuesday, 01 December 2020 at 20:00 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 : 625
Unique Edges : 384
Edges With Duplicates : 547
Total Edges : 931
Number of Edge Types : 5
Mentions : 173
Retweet : 241
MentionsInRetweet : 289
Tweet : 201
Replies to : 27
Self-Loops : 206
Reciprocated Vertex Pair Ratio : 0.0154867256637168
Reciprocated Edge Ratio : 0.0305010893246187
Connected Components : 223
Single-Vertex Connected Components : 126
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 93
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.807916
Graph Density : 0.00117692307692308
Modularity : 0.564153
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 625 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, 03 December 2020 at 08:36 UTC.

The requested start date was Thursday, 03 December 2020 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 91-day, 9-hour, 13-minute period from Tuesday, 01 September 2020 at 10:46 UTC to Tuesday, 01 December 2020 at 20:00 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:
[24] http://smartdissent.com/article/betsy-devos-given-power-waive-special-education-while-schools-are
[7] https://pages.edlounge.com/book-a-demo/?utm_source=book-a-demo-twitter&utm_medium=twitter&utm_campaign=book-a-demo-twitter&utm_term=twitter&utm_content=book-a-demo-twitter
[5] https://www.edweek.org/ew/articles/2020/08/27/unicef-a-third-of-worlds-children_ap.html?cmp=soc-twitter-shr
[4] https://www.ukfiet.org/2020/nepals-response-to-school-closures-mapping-equity-and-inclusion/
[4] https://www.marketwatch.com/story/children-with-poorer-parents-suffer-more-how-could-school-closures-affect-a-students-future-earnings-potential-heres-one-theory-2020-09-09
[3] https://twitter.com/elizashapiro/status/1329139741116215298
[3] https://educationpost.org/the-pandemic-has-only-underscored-the-unfair-burden-that-schools-shoulder/
[2] http://ctv.news/SbXNHHi
[2] https://hechingerreport.org/as-the-world-goes-virtual-big-education-technology-players-tighten-their-grip/
[2] https://www.youtube.com/watch?v=Mz-WUH-xC_M


Top URLs in Tweet in G1:
[4] https://www.marketwatch.com/story/children-with-poorer-parents-suffer-more-how-could-school-closures-affect-a-students-future-earnings-potential-heres-one-theory-2020-09-09
[2] https://www.edgeprop.my/content/1759127/all-educational-institutions-pd-dungun-kerian-be-closed-nov-7-20
[2] https://twitter.com/elizashapiro/status/1329139741116215298
[1] https://apps.apple.com/us/app-bundle/maths-resources-bundle/id1500194664
[1] https://www.myarklamiss.com/news/local-news/louisiana-delta-community-college-campuses-closed-through-labor-day/?utm_campaign=socialflow&utm_medium=referral&utm_source=t.co
[1] https://www.reuters.com/article/us-health-coronavirus-france-education-idUSKBN25V0V6
[1] https://twitter.com/i/web/status/1302272848967462914
[1] https://twitter.com/i/web/status/1302903450133557248
[1] https://www.instagram.com/accounts/login/
[1] https://schoolreadinglist.co.uk/resources/online-courses-and-learning-for-children-and-teens/

Top URLs in Tweet in G2:
[5] https://www.edweek.org/ew/articles/2020/08/27/unicef-a-third-of-worlds-children_ap.html?cmp=soc-twitter-shr
[4] https://www.ukfiet.org/2020/nepals-response-to-school-closures-mapping-equity-and-inclusion/
[2] https://www.cnbc.com/2020/09/14/indonesias-education-minister-on-covids-effect-on-students-learning.html?__source=sharebar|twitter&par=sharebar
[2] https://www.theguardian.com/global-development/2020/oct/05/zimbabwe-teachers-refuse-to-return-to-work-over-low-pay-and-lack-of-sanitation-covid-19?CMP=share_btn_tw
[2] https://hechingerreport.org/as-the-world-goes-virtual-big-education-technology-players-tighten-their-grip/
[2] http://ctv.news/SbXNHHi
[1] https://www.nytimes.com/live/2020/11/23/world/covid-19-coronavirus/pakistan-pauses-in-person-learning-until-january-2021
[1] https://twitter.com/i/web/status/1305838830071820288
[1] https://www.dutchnews.nl/news/2020/09/teachers-likely-to-get-priority-at-coronavirus-test-centres/
[1] https://twitter.com/i/web/status/1305899350527180800

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1329404521043406850

Top URLs in Tweet in G4:
[24] http://smartdissent.com/article/betsy-devos-given-power-waive-special-education-while-schools-are
[1] https://twitter.com/i/web/status/1311103476169048067

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=aQqv2iq1uwU&feature=youtu.be


Top URLs in Tweet in G6:
[2] https://www.youtube.com/watch?v=Mz-WUH-xC_M

[1] https://twitter.com/i/web/status/1321453553072795649
[1] https://twitter.com/i/web/status/1321437490897563656

Top URLs in Tweet in G8:
[1] https://twitter.com/elizashapiro/status/1329139741116215298

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1319251074801229825

Top URLs in Tweet in G10:
[1] https://twitter.com/karamballes/status/1316825147412803586
[1] https://twitter.com/AyoCaesar/status/1317141979512320002
[1] https://twitter.com/Zubhaque/status/1317777819074777090

Top Domains
Top Domains in Tweet in Entire Graph:
[95] twitter.com
[24] smartdissent.com
[7] co.uk
[7] edlounge.com
[6] youtube.com
[5] edweek.org
[4] theguardian.com
[4] ukfiet.org
[4] google.com
[4] marketwatch.com

Top Domains in Tweet in G1:
[45] twitter.com
[4] marketwatch.com
[2] co.uk
[2] attachmentmummy.com
[2] edgeprop.my
[2] zizonline.com
[1] apple.com
[1] myarklamiss.com
[1] reuters.com
[1] instagram.com

Top Domains in Tweet in G2:
[8] twitter.com
[5] edweek.org
[4] ukfiet.org
[3] theguardian.com
[3] hechingerreport.org
[2] nytimes.com
[2] dutchnews.nl
[2] cnbc.com
[2] ctv.news
[1] bbc.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[24] smartdissent.com
[1] twitter.com

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

Top Domains in Tweet in G6:
[2] youtube.com
[2] twitter.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[297] schoolclosure
[85] covid19
[47] morningjoe
[44] education
[19] nyc
[18] school
[17] karnali
[17] sudurpaschim
[17] takehome
[15] remotelearning



Top Hashtags in Tweet in G1:
[102] schoolclosure
[23] covid19
[13] covid
[10] nyc
[9] education
[8] lockdown
[7] school
[6] pandemic
[6] coronavirus
[5] homeschooling

Top Hashtags in Tweet in G2:
[26] schoolclosure
[22] covid19
[7] remotelearning
[6] education
[6] us
[5] pandemic
[4] schoolreopening
[4] nepal
[3] india
[3] edequity

Top Hashtags in Tweet in G3:
[47] morningjoe

Top Hashtags in Tweet in G4:
[24] education
[2] smartdissent
[2] educationinthetimeofcovid
[2] schoolclosure

Top Hashtags in Tweet in G5:
[7] schoolclosure
[4] rte
[4] nisa
[3] saveeducation
[3] sos
[2] stateofbudgetprivateschools
[2] saveteacher
[2] beforeitstoolate
[2] learningloss
[2] telangana

Top Hashtags in Tweet in G6:
[14] schoolclosure
[10] learning
[8] aser2020
[8] school
[4] learnings
[1] children
[1] teachers
[1] happyteachersday2020

Top Hashtags in Tweet in G7:
[17] karnali
[17] sudurpaschim
[17] takehome
[1] us
[1] schoolclosure
[1] covid19

Top Hashtags in Tweet in G8:
[4] covid19
[4] schoolclosure
[4] virtuallearning
[4] nycdoe

Top Hashtags in Tweet in G9:
[1] schoolclosure

Top Hashtags in Tweet in G10:
[6] schoolclosure
[2] remotelearning
[1] dispatches
[1] circuitbreaker
[1] gtto
[1] herdimmunity

Top Words
Top Words in Tweet in Entire Graph:
[297] #schoolclosure
[169] schools
[100] school
[85] #covid19
[64] children
[55] closed
[49] dear
[48] saying
[48] claiming
[47] #morningjoe

Top Words in Tweet in G1:
[102] #schoolclosure
[37] school
[35] schools
[23] #covid19
[17] closed
[15] due
[13] #covid
[13] children
[12] learning
[11] covid

Top Words in Tweet in G2:
[26] #schoolclosure
[22] #covid19
[15] school
[14] learning
[13] intl_ed_news
[9] students
[8] children
[7] #remotelearning
[7] schools
[7] closures

Top Words in Tweet in G3:
[47] dear
[47] #morningjoe
[47] saying
[47] proof
[47] voter
[47] fraud
[47] claiming
[46] elastigirlvotes
[46] schools

Top Words in Tweet in G4:
[24] icymi
[24] betsydevos
[24] given
[24] power
[24] waive
[24] special
[24] #education
[24] schools
[24] closed
[24] link

Top Words in Tweet in G5:
[7] #schoolclosure
[4] believe
[4] due
[4] #rte
[4] unreal
[4] watch
[4] video
[4] smritiirani
[4] msisodia
[4] #nisa

Top Words in Tweet in G6:
[19] pratham_india
[16] live
[15] #school
[14] #schoolclosure
[11] during
[10] #learning
[9] celebrating
[9] teachers
[9] constant
[9] support

Top Words in Tweet in G7:
[17] mountainous
[17] districts
[17] #karnali
[17] #sudurpaschim
[17] we've
[17] completed
[17] 2nd
[17] round
[17] #takehome
[17] ration

Top Words in Tweet in G8:
[4] welp
[4] shouldn
[4] challenging
[4] #covid19
[4] #schoolclosure
[4] #virtuallearning
[4] #nycdoe
[4] slovinskydesir
[3] kfarooqi
[3] ktamirisam

Top Words in Tweet in G9:
[19] government
[19] state
[19] children
[18] odisha
[18] closing
[18] 14379
[18] elementary
[18] schools
[18] citing
[18] low

Top Words in Tweet in G10:
[6] #schoolclosure
[6] schools
[3] borisjohnson
[2] close
[2] #remotelearning
[2] gov't
[2] infections
[2] sage
[2] shut

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] dear,#morningjoe
[47] #morningjoe,saying
[47] saying,proof
[47] proof,voter
[47] voter,fraud
[47] fraud,claiming
[46] elastigirlvotes,dear
[46] claiming,schools
[34] schools,closed
[31] #covid19,#schoolclosure

Top Word Pairs in Tweet in G1:
[9] six,months
[8] months,#schoolclosure
[8] #schoolclosure,result
[8] result,average
[8] average,less
[8] less,earned
[8] earned,year
[8] year,over
[8] over,worker
[8] worker,lifetime

Top Word Pairs in Tweet in G2:
[7] school,closures
[7] #covid19,#schoolclosure
[7] #schoolclosure,#covid19
[5] access,remote
[5] remote,learning
[5] learning,report
[5] report,concludes
[4] #nepalâ,response
[4] response,school
[4] closures,mapping

Top Word Pairs in Tweet in G3:
[47] dear,#morningjoe
[47] #morningjoe,saying
[47] saying,proof
[47] proof,voter
[47] voter,fraud
[47] fraud,claiming
[46] elastigirlvotes,dear
[46] claiming,schools

Top Word Pairs in Tweet in G4:
[24] icymi,betsydevos
[24] betsydevos,given
[24] given,power
[24] power,waive
[24] waive,special
[24] special,#education
[24] #education,schools
[24] schools,closed
[24] closed,link
[21] smartdissent,icymi

Top Word Pairs in Tweet in G5:
[4] believe,#schoolclosure
[4] #schoolclosure,due
[4] due,#rte
[4] #rte,unreal
[4] unreal,watch
[4] watch,video
[4] video,smritiirani
[4] smritiirani,msisodia
[4] msisodia,#nisa
[3] amitctweets,believe

Top Word Pairs in Tweet in G6:
[9] celebrating,teachers
[9] teachers,constant
[9] constant,support
[9] support,during
[9] during,#schoolclosure
[9] #schoolclosure,thank
[9] thank,teacher
[9] teacher,ensured
[8] pratham_india,celebrating
[8] ensured,#childre

Top Word Pairs in Tweet in G7:
[17] mountainous,districts
[17] districts,#karnali
[17] #karnali,#sudurpaschim
[17] #sudurpaschim,we've
[17] we've,completed
[17] completed,2nd
[17] 2nd,round
[17] round,#takehome
[17] #takehome,ration
[17] ration,distribution

Top Word Pairs in Tweet in G8:
[4] welp,shouldn
[4] shouldn,challenging
[4] challenging,#covid19
[4] #covid19,#schoolclosure
[4] #schoolclosure,#virtuallearning
[4] #virtuallearning,#nycdoe
[4] #nycdoe,slovinskydesir
[3] kfarooqi,welp
[3] slovinskydesir,ktamirisam

Top Word Pairs in Tweet in G9:
[18] odisha,government
[18] government,closing
[18] closing,14379
[18] 14379,elementary
[18] elementary,schools
[18] schools,state
[18] state,citing
[18] citing,low
[18] low,enrolment
[18] enrolment,children

Top Word Pairs in Tweet in G10:
[2] #schoolclosure,borisjohnson
[2] borisjohnson,close
[2] close,schools

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@elastigirlvotes
@betsydevos
@smartdissent
@pratham_india
@wfp_nepal
@intl_ed_news
@edclass_
@sabitrimajhi2
@smcps_food
@hslda

Top Mentioned in G1:
@fcssfesc
@modernmamavan

Top Mentioned in G2:
@intl_ed_news
@guardian
@nytimes
@hechingerreport
@npr
@unicef
@bbcnews
@saraswatidawadi

Top Mentioned in G3:
@elastigirlvotes

Top Mentioned in G4:
@betsydevos
@smartdissent

Top Mentioned in G5:
@smritiirani
@msisodia
@amitctweets
@nisaedu
@pmoindia
@telanganacmo
@tsedudept
@narendramodi
@nsitharaman

Top Mentioned in G6:
@pratham_india
@rebeccawin
@prathamusa

Top Mentioned in G7:
@wfp_nepal

Top Mentioned in G8:
@slovinskydesir
@kfarooqi
@ktamirisamd
@shannonnnees
@ebrosenzweig
@erinmichos
@pushpashivaram
@rebeccafhough
@brettranders

Top Mentioned in G9:
@sabitrimajhi2
@atmashakti3

Top Mentioned in G10:
@borisjohnson
@closetheschoo11
@gavinwilliamson
@matthancock
@channel4news
@bbcpanorama
@aaronbastani
@chrisinspired

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@ee
@sahelhkj
@httweets
@tadrow
@hijcp
@guardian
@huffpost
@vodafoneuk
@mariastsehai

Top Tweeters in G1:
@filafresh
@attachmentmumma
@dahlonegagawx
@tmelissen1219
@joannesprucec21
@voiceofvalor
@jordaniel_rb
@newswithrachel
@myarklamiss
@bermaninstitute

Top Tweeters in G2:
@httweets
@guardian
@bbcnews
@nytimes
@financialxpress
@cnn
@latimes
@ap
@fastcompany
@ctvnews

Top Tweeters in G3:
@tadrow
@hijcp
@cltrotlyn
@aliadair22
@randyresist
@suelouises
@stephenlday2
@tsiser45
@carmosteph
@cmm09672

Top Tweeters in G4:
@soccermom1517
@ghostdansing
@smartdissent
@af7qp
@sundanz63
@krickette01
@kvconner
@mapiavva
@anneli8012
@sunshinemorbid

Top Tweeters in G5:
@ndtvindia
@smritiirani
@narendramodi
@pmoindia
@finminindia
@sanjeevsanyal
@amitctweets
@amitabhk87
@msisodia
@nsitharaman

Top Tweeters in G6:
@prernascribbles
@bhush0417
@pratham_india
@aashaygune
@prathamusa
@csf_india
@usmnaz
@asercentre
@jaimesaavedra22
@archana1969

Top Tweeters in G7:
@wfpasiapacific
@un_nepal
@unfpanepal
@pierrejlucas
@chuda_khatri
@monicaupadhyay
@wfp_nepal
@burbanocarmen
@nfiguy
@sharanpokharel

Top Tweeters in G8:
@wordfinga
@drtoniyasingh
@sandeepan1702
@gina_lundberg
@erinmichos
@ktamirisamd
@pushpashivaram
@kfarooqi
@slovinskydesir
@brettranders

Top Tweeters in G9:
@sasmita47438127
@chittar33041399
@sabitrimajhi2
@bagh_laxmi
@baikuntha_singh
@jsmkandhamal
@prasann88124310
@manudigal7
@atmashakti3
@toikasusanta

Top Tweeters in G10:
@aaronbastani
@channel4news
@chrisinspired
@philildo
@matthancock
@ocunasa
@bbcpanorama
@borisjohnson
@gavinwilliamson
@gay_bestfriend6


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