#DigitalLearning, Twitter, 8/15/2022 1:27:43 AM, 280068


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#DigitalLearning_2022-08-14_18-15-00.xlsx
#DigitalLearning_2022-08-14_18-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
#DigitalLearning via NodeXL https://bit.ly/3zReUQ6
@educationbnb
@k_triquet
@miamiedtech
@parents4support
@wcet_info
@tesseractlearn
@stem_ai
@distancelrnbot
@detaresearch
@everylearnernet

Top hashtags:
#digitallearning
#education
#elearning
#edtech
#onlinelearning

Description:
Description
The graph represents a network of 492 Twitter users whose tweets in the requested range contained "#DigitalLearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 15 August 2022 at 01:15 UTC.

The requested start date was Monday, 15 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 23-hour, 59-minute period from Monday, 01 August 2022 at 04:14 UTC to Sunday, 14 August 2022 at 04:14 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 : 492
Unique Edges : 339
Edges With Duplicates : 682
Total Edges : 1021
Number of Edge Types : 5
Retweet : 239
MentionsInRetweet : 338
Tweet : 298
Replies to : 5
Mentions : 141
Self-Loops : 301
Reciprocated Vertex Pair Ratio : 0.0425531914893617
Reciprocated Edge Ratio : 0.0816326530612245
Connected Components : 177
Single-Vertex Connected Components : 95
Maximum Vertices in a Connected Component : 37
Maximum Edges in a Connected Component : 101
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.14048
Graph Density : 0.00182554269534549
Modularity : 0.481251
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 492 Twitter users whose tweets in the requested range contained "#DigitalLearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 15 August 2022 at 01:15 UTC.

The requested start date was Monday, 15 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 23-hour, 59-minute period from Monday, 01 August 2022 at 04:14 UTC to Sunday, 14 August 2022 at 04:14 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 : #DigitalLearning
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:
[18] https://www.littlemoose.education/
[15] https://go.fiverr.com/visit/?bta=408587&brand=fiverrlearn&landingPage=https://learn.fiverr.com/courses/landing-page-design-conversion-rate-optimization
[12] https://www.learningexplorer.com/
[4] https://lakewood.edu/
[4] https://www.gsma.com/mobilefordevelopment/ecosystem-accelerator/building-synergies-course-on-atingi/
[4] https://www.teachercast.net/how-is-a-successful-instructional-coaching-newsletter-created/?utm_campaign=how-is-a-successful-instructional-coaching-newsletter-created&utm_medium=social_link&utm_source=missinglettr-twitter#utm_source=rss&utm_medium=rss&utm_campaign=how-is-a-successful-instructional-coaching-newsletter-created
[3] https://www.youtube.com/watch?v=3SN08aXCrrg&feature=youtu.be

[3] https://www.linkedin.com/pulse/top-tips-delivering-systems-training-webinar-mather-assoc-cipd-
[3] https://www.reimaginedonline.org/2022/08/a-parents-story-cyber-charter-school-provides-my-daughter-with-the-safety-and-security-she-desperately-needs/?fbclid=IwAR0TWFF5znE6pksodKrh-S34XiIapJXHrYiIke0Oiwr99D6Lt_2FK8B-PXY&fs=e&s=cl
[2] https://www.aatcomment.org.uk/audience/students/qualifications-2022-a-way-to-future-proof-your-accountancy-career/

Top URLs in Tweet in G1:
[18] https://www.littlemoose.education/
[4] https://www.teachercast.net/how-is-a-successful-instructional-coaching-newsletter-created/?utm_campaign=how-is-a-successful-instructional-coaching-newsletter-created&utm_medium=social_link&utm_source=missinglettr-twitter#utm_source=rss&utm_medium=rss&utm_campaign=how-is-a-successful-instructional-coaching-newsletter-created
[2] https://momswhosave.com/homeschool-supplies-list/?utm_sq=gi0cwvugbz
[2] -
[2] http://ready4pe.mailchimpsites.com
[2] https://sep.sea.ac.ae/
[2] https://ilearn.gov.in
[2] https://www.instinct.co.uk/
[2] https://cogcentric.com/5-tips-for-instructional-designers-without-formal-training/
[1] https://theprogress-group.co.uk/jobs/elearning-course-manager/

Top URLs in Tweet in G2:
[1] https://mocter.io/
[1] https://mocter.io/collector/0x1bfb91a3e7286f1bb40e4ce18261dff97d37f345?tab=CREATED_ITEM
[1] https://elearningindustry.com/the-top-benefits-of-digital-learning
[1] https://thejournal.com/articles/2021/06/29/education-technology-must-be-accessible-for-all-students.aspx
[1] https://edtechmagazine.com/k12/article/2022/06/why-collaborative-education-key-2022
[1] https://edtechmagazine.com/k12/article/2022/07/interactive-displays-facilitate-collaborative-learning-k-12-spaces
[1] https://edtechnology.co.uk/sponsored/getting-digital-learning-right/
[1] https://edtechmagazine.com/k12/article/2022/07/k-12-school-districts-lead-way-equity-and-innovation
[1] https://www.gettingsmart.com/2021/07/19/top-5-benefits-of-coding-for-kids/#:~:text=Coding%20develops%20problem%2Dsolving%20skills&text=Through%20coding%2C%20children%20learn%20to,a%20lot%20of%20other%20fields
[1] https://www.dnj.com/story/news/2022/08/01/mtsu-mondays-math-literacy-teachers-inaugural-camp-stem/10145622002/

Top URLs in Tweet in G3:
[1] https://conferences.upcea.edu/DTL2022/registration.html
[1] https://www.everylearnereverywhere.org/resources/time-for-class-2022/
[1] https://campustechnology.com/Articles/Resources/Free-Resources-to-Help-with-Remote-Learning-in-2022
[1] https://www.everylearnereverywhere.org/workshop/teaching-as-online-adjunct-faculty/
[1] https://www.youtube.com/watch?v=wSidhCLLrj4

[1] https://web.cvent.com/event/56ed2d00-709b-4540-b597-38494deb482a/summary
[1] https://wcet.wiche.edu/frontiers/2022/08/04/lessons-learned-from-listening-to-learners/
[1] https://wcet.wiche.edu/resources/aswe-announcement/
[1] https://wcet.wiche.edu/frontiers/2022/08/11/wcet-34-annual-meeting-together-again/

Top URLs in Tweet in G4:
[4] https://lakewood.edu/
[3] https://www.reimaginedonline.org/2022/08/a-parents-story-cyber-charter-school-provides-my-daughter-with-the-safety-and-security-she-desperately-needs/?fbclid=IwAR0TWFF5znE6pksodKrh-S34XiIapJXHrYiIke0Oiwr99D6Lt_2FK8B-PXY&fs=e&s=cl
[2] https://www.aatcomment.org.uk/audience/students/qualifications-2022-a-way-to-future-proof-your-accountancy-career/
[1] http://www.openstudy.org.in
[1] https://twitter.com/tillieelvrum/status/1554456608477810688
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fgroups%2FSupportforOnlineLearning%2Fpermalink%2F766763128003482%2F
[1] https://twitter.com/Parents4Support/status/1553147220995743745
[1] https://twitter.com/co_cyberfams/status/1557094620605079555
[1] https://www.linkedin.com/feed/update/urn:li:ugcPost:6962030499921874944

Top URLs in Tweet in G5:
[1] https://www.forbes.com/sites/zengernews/2022/07/28/how-edtech-firms-are-bringing-higher-education-to-the-metaverse/?sh=62ecae343d19

Top URLs in Tweet in G6:
[4] https://www.gsma.com/mobilefordevelopment/ecosystem-accelerator/building-synergies-course-on-atingi/

Top URLs in Tweet in G7:
[1] https://broadbandcommission.org/wp-content/uploads/dlm_uploads/2021/09/Digital-Learning-Report-Broadband-Commission.pdf

Top URLs in Tweet in G8:
[12] https://www.learningexplorer.com/

Top URLs in Tweet in G9:
[1] https://twitter.com/sfuCMNS/status/1557417254861639684
[1] https://twitter.com/CEMPBU/status/1549854872585048065

Top URLs in Tweet in G10:
[1] https://teachnet.ie/2022/08/time-running-out-for-epv-day-summer-cpd/

Top Domains
Top Domains in Tweet in Entire Graph:
[18] littlemoose.education
[15] fiverr.com
[12] learningexplorer.com
[11] twitter.com
[11] youtube.com
[7] linkedin.com
[7] tesseractlearning.com
[6] co.uk
[6] theaccessgroup.com
[5] google.com

Top Domains in Tweet in G1:
[18] littlemoose.education
[5] digitallearninginstitute.com
[4] co.uk
[4] youtube.com
[4] teachercast.net
[4] speexx.com
[4] instagram.com
[4] cogcentric.com
[3] sociabble.com
[2] momswhosave.com

Top Domains in Tweet in G2:
[7] tesseractlearning.com
[3] edtechmagazine.com
[2] mocter.io
[2] ac.uk
[2] hexalearn.com
[1] elearningindustry.com
[1] thejournal.com
[1] co.uk
[1] gettingsmart.com
[1] dnj.com

Top Domains in Tweet in G3:
[3] wiche.edu
[2] everylearnereverywhere.org
[1] upcea.edu
[1] campustechnology.com
[1] youtube.com
[1] cvent.com

Top Domains in Tweet in G4:
[4] lakewood.edu
[3] twitter.com
[3] reimaginedonline.org
[2] org.uk
[1] org.in
[1] facebook.com
[1] linkedin.com

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

Top Domains in Tweet in G6:
[4] gsma.com

Top Domains in Tweet in G7:
[1] broadbandcommission.org

Top Domains in Tweet in G8:
[12] learningexplorer.com

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

Top Domains in Tweet in G10:
[1] teachnet.ie

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[430] digitallearning
[80] education
[67] elearning
[61] edtech
[57] onlinelearning
[36] distancelearning
[35] teacher
[33] learning
[27] virtuallearning
[25] teachers



Top Hashtags in Tweet in G1:
[149] digitallearning
[33] elearning
[17] cfore
[15] education
[13] scottishprimaryeducation
[13] immediatedownload
[13] smartboardready
[13] papersaving
[13] planningsorted
[13] over100titles

Top Hashtags in Tweet in G2:
[34] digitallearning
[17] edtech
[10] elearning
[10] education
[10] competence
[10] teacher
[9] cseducation
[9] cscareers
[9] educators
[9] teachers

Top Hashtags in Tweet in G3:
[17] digitallearning
[6] womenleaders
[6] practitioners
[5] wcetfrontiers
[4] onlineprogram
[4] annualmeeting
[3] timeforclass
[3] semester
[3] onlineadjunct
[3] faculty

Top Hashtags in Tweet in G4:
[22] onlinelearning
[20] education
[17] distancelearning
[17] digitallearning
[10] learning
[8] lakewooduniversity
[8] elearning
[6] distanceeducation
[6] onlinecourses
[5] edtech

Top Hashtags in Tweet in G5:
[10] actgrantees
[10] cofoundersofsocialchange
[3] digitallearning
[1] actforeducation
[1] edtech
[1] technology
[1] youth
[1] skills
[1] mentors

Top Hashtags in Tweet in G6:
[12] buildingsynergies
[9] startups
[4] mobilenetworksoperators
[4] digitallearning
[1] free
[1] ecosystemaccelerator
[1] mnos

Top Hashtags in Tweet in G7:
[14] ict
[13] digitallearning
[13] education
[1] onlinesafety
[1] sdg4
[1] digitaltransformation

Top Hashtags in Tweet in G8:
[10] digitallearning
[9] k12
[6] interactivelearning
[5] studentengagement
[4] curriculum
[4] teachers
[4] tataclassedge
[4] edtech
[4] education
[4] technology

Top Hashtags in Tweet in G9:
[6] socialmedia
[6] digitallearning
[6] disinformation
[5] algorithm
[1] medialiteracy
[1] algorithms

Top Hashtags in Tweet in G10:
[5] summercourses
[2] teachercpd
[2] digitallearning
[2] stem
[2] epvdays
[2] stemeducation

Top Words
Top Words in Tweet in Entire Graph:
[430] #digitallearning
[142] learning
[82] digital
[80] #education
[67] #elearning
[61] #edtech
[60] help
[57] #onlinelearning
[50] more
[47] students

Top Words in Tweet in G1:
[149] #digitallearning
[51] learning
[38] þ
[33] #elearning
[31] digital
[19] download
[18] teach
[17] #cfore
[16] packs
[15] more

Top Words in Tweet in G2:
[34] #digitallearning
[17] #edtech
[14] learning
[11] roles
[11] k_triquet
[10] #elearning
[10] #education
[10] study
[10] identifies
[10] 24

Top Words in Tweet in G3:
[17] #digitallearning
[14] wcet_info
[8] showcase
[7] more
[7] ifwe
[6] everylearnernet
[6] learn
[6] resources
[6] wcet
[6] thrilled

Top Words in Tweet in G4:
[22] #onlinelearning
[20] #education
[17] #distancelearning
[17] #digitallearning
[15] online
[12] parents4support
[12] learning
[11] parents
[10] #learning
[9] school

Top Words in Tweet in G5:
[20] 30
[20] under
[20] 40
[12] forbes
[10] #actgrantees
[10] #cofoundersofsocialchange
[10] recognized
[10] solve
[10] wef
[10] bworldph

Top Words in Tweet in G6:
[13] course
[12] #buildingsynergies
[12] designed
[12] help
[9] #startups
[9] better
[9] collaborate
[8] mobile
[8] operators
[7] networks

Top Words in Tweet in G7:
[14] #ict
[13] unbbcom
[13] report
[13] #digitallearning
[13] advocates
[13] novel
[13] #education
[13] policy
[13] framework
[13] allows

Top Words in Tweet in G8:
[11] learnxpl
[11] help
[10] #digitallearning
[9] #k12
[6] looking
[6] way
[6] teachers
[6] save
[6] time
[6] year

Top Words in Tweet in G9:
[6] #socialmedia
[6] #digitallearning
[6] #disinformation
[6] medialitnow
[5] spoyntz
[5] please
[5] share
[5] widely
[5] #algorithm
[5] mediasmarts

Top Words in Tweet in G10:
[10] teachers
[5] tick
[5] tock
[5] time
[5] running
[5] avail
[5] epv
[5] day
[5] approved
[5] #summercourses

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] digital,learning
[29] þ,þ
[20] #distancelearning,#digitallearning
[18] download,teach
[18] #summerchallenge,#procreatequotes
[18] #procreatequotes,#digitallearning
[18] learn,more
[17] #digitallearning,#onlinetraining
[15] creating,high
[15] high,converting

Top Word Pairs in Tweet in G1:
[29] þ,þ
[20] digital,learning
[18] download,teach
[14] #cfore,#digitallearning
[13] know,inside
[13] inside,packs
[13] packs,#cfore
[13] #digitallearning,#scottishprimaryeducation
[13] #scottishprimaryeducation,#immediatedownload
[13] #immediatedownload,#smartboardready

Top Word Pairs in Tweet in G2:
[10] study,identifies
[10] identifies,24
[10] 24,#competence
[10] #competence,clusters
[10] clusters,sys
[10] sys,lit
[10] lit,rev
[10] rev,30
[10] 30,studies
[10] studies,grouped

Top Word Pairs in Tweet in G3:
[6] wcet,thrilled
[6] thrilled,welcome
[6] welcome,ifwe
[6] ifwe,alumni
[6] alumni,community
[6] community,#digitallearning
[6] #digitallearning,#womenleaders
[6] #womenleaders,#practitioners
[6] #practitioners,innovators
[5] wcet_info,wcet

Top Word Pairs in Tweet in G4:
[8] #onlinelearning,#digitallearning
[7] #lakewooduniversity,#learning
[7] back,school
[7] school,season
[7] season,resources
[7] resources,help
[7] help,parents
[7] parents,evaluate
[7] evaluate,online
[7] online,schools

Top Word Pairs in Tweet in G5:
[10] #actgrantees,#cofoundersofsocialchange
[10] #cofoundersofsocialchange,recognized
[10] recognized,solve
[10] solve,wef
[10] wef,forbes
[10] forbes,30
[10] 30,under
[10] under,30
[10] 30,bworldph
[10] bworldph,40

Top Word Pairs in Tweet in G6:
[12] #buildingsynergies,course
[12] designed,help
[9] #startups,better
[9] better,collaborate
[8] course,designed
[8] help,mobile
[8] operators,#startups
[7] mobile,networks
[7] networks,operators
[4] course,gsmam4d

Top Word Pairs in Tweet in G7:
[13] unbbcom,report
[13] report,#digitallearning
[13] #digitallearning,advocates
[13] advocates,novel
[13] novel,#ict
[13] #ict,#education
[13] #education,policy
[13] policy,framework
[13] framework,allows
[12] itudevelopment,unbbcom

Top Word Pairs in Tweet in G8:
[6] looking,way
[6] way,help
[6] help,teachers
[6] teachers,save
[6] save,time
[6] time,year
[6] year,see
[6] see,easy
[6] easy,make
[6] make,lesson

Top Word Pairs in Tweet in G9:
[6] #disinformation,medialitnow
[5] please,share
[5] share,widely
[5] widely,#algorithm
[5] #algorithm,#socialmedia
[5] #socialmedia,#digitallearning
[5] #digitallearning,#disinformation
[5] medialitnow,mediasmarts
[4] spoyntz,please
[2] excited,host

Top Word Pairs in Tweet in G10:
[5] tick,tock
[5] tock,time
[5] time,running
[5] running,avail
[5] avail,epv
[5] epv,day
[5] day,approved
[5] approved,#summercourses
[5] #summercourses,designed
[5] designed,teachers

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wcet_info
@unbbcom
@parents4support
@forbes
@itudevelopment
@learnxpl
@k_triquet
@wef
@bworldph
@actgrants

Top Mentioned in G1:
@momswhosave
@ready4pe

Top Mentioned in G2:
@k_triquet
@tesseractlearn
@jisc
@miamiedtech
@bharatcaresorg
@notebooksocial
@keshiaseitz
@hexalearn
@tcddublin
@mocternft

Top Mentioned in G3:
@wcet_info
@everylearnernet
@upcea
@tytonpartners
@aplu_news
@campus_tech
@utep
@olctoday
@bayviewsurveys

Top Mentioned in G4:
@parents4support
@lakewood_u
@paedchoice
@sankarainfos
@sharonsedlar
@reimaginedblog
@k6theriver
@accountancyl
@tillieelvrum
@openstudy4

Top Mentioned in G5:
@forbes
@wef
@bworldph
@actgrants
@endless_games
@learning_rocket
@endless48

Top Mentioned in G6:
@gsmam4d
@atingi_elearn
@giz_gmbh
@make_it_africa
@giznig_ecowas
@giz_ghana

Top Mentioned in G7:
@unbbcom
@itudevelopment

Top Mentioned in G8:
@learnxpl
@tataclassedge

Top Mentioned in G9:
@medialitnow
@spoyntz
@mediasmarts
@sfu
@medialiteracyed

Top Mentioned in G10:
@planireland
@esero_ie
@ms_eduirl
@dpsm_activities
@blackrockcastle
@teachnetireland
@teachnimble

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@fabriciosx
@codewithtwitchi
@education_24x7
@irishtimes
@eraser
@wyatojb5qpvbfa3
@vrretweeter
@forbes

Top Tweeters in G1:
@thehansindiaweb
@stressfreekids
@momswhosave
@lauraoinak
@teachercast
@okokoowen
@anylanguage
@bcanaple
@apprater
@byrhexis

Top Tweeters in G2:
@irishtimes
@vrretweeter
@stem_ai
@gpmt
@educationbnb
@nagalandbot
@jisc
@tcddublin
@yourlpi
@csrboxorg

Top Tweeters in G3:
@openhousetwts
@olctoday
@wcet_info
@upcea
@utep
@cengagelearning
@aplu_news
@epri
@campus_tech
@erikagswain

Top Tweeters in G4:
@hephaistos_ai
@lewis1jj
@distancelrnbot
@matthewladner
@tillieelvrum
@reimaginedblog
@schoolchoicewk
@moblum
@mwalker_michael
@lakewood_u

Top Tweeters in G5:
@wyatojb5qpvbfa3
@forbes
@cool_bindra
@wef
@bworldph
@arbindk01912519
@shubham__bjp
@endless_games
@shakuntala_dasi
@yadav107y

Top Tweeters in G6:
@gsmam4d
@mmhafiz42
@giz_gmbh
@ksillah1
@idealqualityntw
@aksarfo
@martinmbaga
@realajayipeace
@make_it_africa
@giz_ghana

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@madhavanpallan
@rpatoolsc
@yennitp
@carloslugosilva
@unbbcom
@alonsollanos6
@davidnovillo
@itudevelopment

Top Tweeters in G8:
@fabriciosx
@jc_james_clark
@patrickleeteach
@tataclassedge
@sarahbassett1
@unabridgedvers1
@alberts_erin
@learnxpl
@elisha_johnson3

Top Tweeters in G9:
@sfu
@mediasmarts
@medialiteracyed
@mediasee
@fcatatsfu
@medialitnow
@spoyntz
@megaszoe
@andrea_gambino1

Top Tweeters in G10:
@blackrockcastle
@planireland
@ms_eduirl
@dpsm_activities
@esero_ie
@teachnetireland
@planyapireland
@teachnimble


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