#DigitalLearning, Twitter, 9/12/2022 2:14:04 AM, 281753


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#DigitalLearning_2022-09-11_18-15-00.xlsx
#DigitalLearning_2022-09-11_18-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 12, 2022
Short Description:
#DigitalLearning via NodeXL https://bit.ly/3Bv7Niq
@distancelrnbot
@vipulasharma1
@tillieelvrum
@thedlcedu
@appleedu
@lewis1jj
@daravath1988
@seesaw
@parents4support
@openstudy4

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

Description:
Description
The graph represents a network of 667 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, 12 September 2022 at 01:16 UTC.

The requested start date was Monday, 12 September 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 13-day, 4-hour, 51-minute period from Monday, 29 August 2022 at 02:10 UTC to Sunday, 11 September 2022 at 07:02 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 : 667
Unique Edges : 405
Edges With Duplicates : 907
Total Edges : 1312
Number of Edge Types : 5
Tweet : 387
Retweet : 327
MentionsInRetweet : 399
Mentions : 192
Replies to : 7
Self-Loops : 393
Reciprocated Vertex Pair Ratio : 0.0463320463320463
Reciprocated Edge Ratio : 0.0885608856088561
Connected Components : 241
Single-Vertex Connected Components : 123
Maximum Vertices in a Connected Component : 39
Maximum Edges in a Connected Component : 163
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.294468
Graph Density : 0.00122011066538803
Modularity : 0.465386
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 667 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, 12 September 2022 at 01:16 UTC.

The requested start date was Monday, 12 September 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 13-day, 4-hour, 51-minute period from Monday, 29 August 2022 at 02:10 UTC to Sunday, 11 September 2022 at 07:02 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 : #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:
[9] https://www.lloydsbankacademy.co.uk/learn-for-life/find-and-secure-your-perfect-job/
[7] https://www.facebook.com/groups/SupportforOnlineLearning
[5] https://www.stemfuse.com:443/
[5] https://www.edutopia.org/article/stunning-educational-video-game-brings-students-inside-thoreaus-walden
[4] https://lakewood.edu/
[4] -
[4] https://www.techpragna.com/
[4] https://www.costar.com/article/455498138/leverage-digital-learning-for-competitive-advantage-in-hospitality-industry
[3] https://www.youtube.com/watch?v=46mKpbD7TXM&feature=youtu.be

[3] https://docs.google.com/spreadsheets/u/0/d/1MQvgrOFa0_xEDcSHzhiPy9nyoslmB_pAiBCaSXc2yCc/copy

Top URLs in Tweet in G1:
[5] https://www.stemfuse.com:443/
[2] https://momswhosave.com/homeschool-supplies-list/?utm_sq=git83x8pwd
[2] https://forms.gle/pentWAwvdZ31FBpk6
[2] https://your.learner.online/
[2] https://www.cyberwise.org/post/how-to-help-kids-demonstrate-self-motivation-when-it-comes-to-online-learning
[1] https://www.britsafe.org/products/nebosh-national-general-certificate-in-occupational-health-and-safety/?utm_source=hootsuite&utm_medium=SM&utm_term=&utm_content=&utm_campaign=
[1] https://youtu.be/ruYIODqo2po?utm_source=hootsuite&utm_medium=SM&utm_term=&utm_content=&utm_campaign=
[1] https://flectrahq.com/elearning
[1] https://sambhavfoundation.org/buniyaad-report-for-sambhav/
[1] https://www.linkedin.com/posts/laurentgallen_digitallearning-podcast-formation-activity-6969913016754577408-xjm9?utm_source=share&utm_medium=member_desktop

Top URLs in Tweet in G2:
[7] https://www.facebook.com/groups/SupportforOnlineLearning
[4] https://lakewood.edu/
[2] https://www.deelac.com/call-for-proposals-1
[1] https://www.digitallearningcollab.com/webinars
[1] https://twitter.com/co_cyberfams/status/1567226195720151046
[1] https://twitter.com/Parents4Support/status/1567522516914118656
[1] https://twitter.com/lewis1jj/status/1564304017961803776
[1] https://www.njedreport.com/2022/08/30/nye-medically-fragile-new-jersey-students-deserve-a-permanent-virtual-learning-option/
[1] https://m.facebook.com/login.php?next=https%3A%2F%2Fm.facebook.com%2Fgroups%2FSupportforOnlineLearning%2Fpermalink%2F783663889646739%2F&refsrc=deprecated&_rdr
[1] https://twitter.com/Parents4Support/status/1565825992182095872

Top URLs in Tweet in G3:
[1] https://fcit.usf.edu/matrix/

Top URLs in Tweet in G4:
[2] https://www.learningexplorer.com/
[2] https://www.learningexplorer.com/blog/personalized-learning-leads-the-way-at-kershaw-county-school-district
[1] https://twitter.com/HumbleISD_PL/status/1567915870583767041

Top URLs in Tweet in G6:
[3] https://twitter.com/EveryLearnerNet/status/1565761710887239682
[3] https://wcet.wiche.edu/events/navigating-the-confusing-array-of-digital-learning-definitions/
[1] https://ndus.edu/2022/08/16/dakota-digital-academy-finding-early-successes/
[1] https://wcet.wiche.edu/wcet-events/aswe/
[1] https://twitter.com/wcet_info/status/1565097136533999624

Top URLs in Tweet in G8:
[1] https://tvo.me/start-the-school-year-with-free-math-tutoring-stem-games-and-immersive-learning-experiences-for-kindergarten-to-grade-12/?utm_source=post&utm_medium=tw&utm_campaign=b2s22

Top URLs in Tweet in G9:
[5] https://www.edutopia.org/article/stunning-educational-video-game-brings-students-inside-thoreaus-walden

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=9tdlO0J1i9Y&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[20] twitter.com
[17] fiverr.com
[16] littlemoose.education
[13] co.uk
[12] youtube.com
[11] linkedin.com
[8] facebook.com
[7] ed.gov
[6] edtechmagazine.com
[6] edutopia.org

Top Domains in Tweet in G1:
[16] littlemoose.education
[7] linkedin.com
[6] twitter.com
[5] stemfuse.com
[4] popk.com
[3] youtube.com
[3] etsy.com
[3] instagram.com
[3] learningpool.com
[3] tesseractlearning.com

Top Domains in Tweet in G2:
[8] facebook.com
[5] twitter.com
[4] lakewood.edu
[2] deelac.com
[2] lmsdaily.com
[1] digitallearningcollab.com
[1] njedreport.com

Top Domains in Tweet in G3:
[1] usf.edu

Top Domains in Tweet in G4:
[4] learningexplorer.com
[1] twitter.com

Top Domains in Tweet in G6:
[4] twitter.com
[4] wiche.edu
[1] ndus.edu

Top Domains in Tweet in G8:
[1] tvo.me

Top Domains in Tweet in G9:
[5] edutopia.org

Top Domains in Tweet in G10:
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[577] digitallearning
[90] edtech
[89] education
[74] onlinelearning
[63] learning
[61] elearning
[39] distancelearning
[39] teachers
[33] technology
[27] learn



Top Hashtags in Tweet in G1:
[185] digitallearning
[33] elearning
[33] education
[24] onlinelearning
[21] learning
[16] onlinecourses
[16] edtech
[14] cfore
[13] distancelearning
[13] scottishprimaryeducation

Top Hashtags in Tweet in G2:
[38] onlinelearning
[28] digitallearning
[24] distancelearning
[17] homeschooling
[16] education
[11] elearning
[9] learning
[7] moodle
[6] lakewooduniversity
[6] parenting

Top Hashtags in Tweet in G3:
[12] digitallearning
[4] chromebookroadshow2022
[3] inclusion
[2] eal
[2] education
[2] keynote
[1] ismonaco
[1] digitalcitizenship
[1] backtoschool2022
[1] picrat

Top Hashtags in Tweet in G4:
[19] digitallearning
[18] k12
[14] technology
[13] education
[12] edtech
[12] learning
[11] tataclassedge
[10] nep2020
[10] principal
[10] schools

Top Hashtags in Tweet in G5:
[1] byjus
[1] study
[1] digitallearning

Top Hashtags in Tweet in G6:
[17] digitallearning
[5] equity
[5] highered
[4] laborday
[3] faculty
[3] distanceeducation
[2] colleges
[2] universities
[2] highereducation
[2] staff

Top Hashtags in Tweet in G7:
[3] digitallearning
[1] digitaskills
[1] stemeducation
[1] 21cld
[1] collaboration
[1] teammieescotland
[1] microsoftteams

Top Hashtags in Tweet in G8:
[13] backtoschool
[1] onted
[1] digitallearning
[1] b2s

Top Hashtags in Tweet in G9:
[1] gamebasedlearning
[1] waldenagame
[1] thoreau
[1] digitallearning
[1] digitalhumanities

Top Hashtags in Tweet in G10:
[5] digitallearning
[1] enterpriseisthebusiness
[1] skillsforlifeandwork
[1] getinvolved
[1] digitalschool
[1] digitalskills

Top Words
Top Words in Tweet in Entire Graph:
[575] #digitallearning
[216] learning
[98] digital
[90] #edtech
[89] #education
[88] more
[74] #onlinelearning
[63] #learning
[61] #elearning
[61] day

Top Words in Tweet in G1:
[183] #digitallearning
[43] learning
[33] #elearning
[33] #education
[33] digital
[24] #onlinelearning
[21] #learning
[20] more
[20] help
[17] know

Top Words in Tweet in G2:
[38] #onlinelearning
[28] #digitallearning
[26] parent
[24] #distancelearning
[22] day
[17] #homeschooling
[16] learning
[16] #education
[15] open
[15] parents4support

Top Words in Tweet in G3:
[12] #digitallearning
[10] students
[9] learning
[7] tools
[5] vipulasharma1
[5] ismonaco
[4] love
[4] job
[4] another
[4] year

Top Words in Tweet in G4:
[19] #digitallearning
[18] #k12
[14] #technology
[13] #education
[12] #edtech
[12] #learning
[11] #tataclassedge
[10] #nep2020
[10] #principal
[10] #schools

Top Words in Tweet in G5:
[20] learning
[19] ve
[19] using
[19] byju
[19] app
[19] years
[19] lessons
[19] very
[19] interactive
[19] creative

Top Words in Tweet in G6:
[17] #digitallearning
[11] wcet_info
[9] definitions
[8] everylearnernet
[7] digital
[6] great
[6] used
[5] #equity
[5] #highered
[4] russpoulin

Top Words in Tweet in G7:
[6] skills
[5] impressed
[5] s1
[5] ict
[5] far
[5] made
[5] great
[5] start
[5] admin
[5] unit

Top Words in Tweet in G8:
[14] tvo
[13] published
[13] brings
[13] together
[13] #backtoschool
[13] learning
[13] resources
[13] one
[13] highlight
[12] seanminogue

Top Words in Tweet in G9:
[5] stunning
[5] educational
[5] video
[5] game
[5] brings
[5] students
[5] inside
[5] thoreauâ
[5] waldenâ
[5] matthewfarber

Top Words in Tweet in G10:
[5] #digitallearning
[5] digilearnscot
[3] live
[3] along
[2] nldigitalschool
[2] read
[2] pe
[2] lesson
[2] art
[2] day

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] digital,learning
[19] #distancelearning,#digitallearning
[19] learn,more
[19] ve,using
[19] using,byju
[19] byju,learning
[19] learning,app
[19] app,years
[19] years,lessons
[19] lessons,very

Top Word Pairs in Tweet in G1:
[15] download,teach
[13] know,inside
[13] inside,packs
[13] packs,#cfore
[13] #cfore,#digitallearning
[13] #digitallearning,#scottishprimaryeducation
[13] #scottishprimaryeducation,#immediatedownload
[13] #immediatedownload,#smartboardready
[13] #smartboardready,#papersaving
[13] #papersaving,#planningsorted

Top Word Pairs in Tweet in G2:
[13] parent,exchange
[9] #elearning,#onlinelearning
[8] second,phase
[8] phase,cfp
[8] cfp,dlac
[8] dlac,still
[8] still,open
[8] open,until
[8] until,september
[8] september,sessions

Top Word Pairs in Tweet in G3:
[4] love,job
[4] job,another
[4] another,year
[4] year,supporting
[4] supporting,teachers
[4] teachers,students
[4] students,school
[4] school,embed
[4] embed,#digitallearning
[4] staff,taken

Top Word Pairs in Tweet in G4:
[13] #education,#technology
[12] #edtech,#education
[12] #technology,#k12
[11] #learning,#digitallearning
[10] #tataclassedge,#edtech
[10] #k12,#schools
[9] #nep2020,#principal
[8] #principal,#icse
[8] #schools,#nep2020
[7] #icse,#cbse

Top Word Pairs in Tweet in G5:
[19] ve,using
[19] using,byju
[19] byju,learning
[19] learning,app
[19] app,years
[19] years,lessons
[19] lessons,very
[19] very,interactive
[19] interactive,creative
[18] daravath1988,ve

Top Word Pairs in Tweet in G6:
[4] #equity,#digitallearning
[4] check,exciting
[4] exciting,partnership
[4] partnership,between
[4] between,wcet_info
[4] wcet_info,annual
[4] annual,summit
[4] summit,women
[4] women,elearning
[4] poverty,affected

Top Word Pairs in Tweet in G7:
[5] impressed,s1
[5] s1,ict
[5] ict,skills
[5] skills,far
[5] far,made
[5] made,great
[5] great,start
[5] start,admin
[5] admin,unit
[4] excited,announce

Top Word Pairs in Tweet in G8:
[13] published,brings
[13] brings,together
[13] together,#backtoschool
[13] #backtoschool,learning
[13] learning,resources
[13] resources,tvo
[13] tvo,one
[13] one,highlight
[12] seanminogue,published
[12] highlight,tvomathifyâ

Top Word Pairs in Tweet in G9:
[5] stunning,educational
[5] educational,video
[5] video,game
[5] game,brings
[5] brings,students
[5] students,inside
[5] inside,thoreauâ
[5] thoreauâ,waldenâ
[5] waldenâ,matthewfarber
[4] uscgamelab,stunning

Top Word Pairs in Tweet in G10:
[2] digilearnscot,#digitallearning
[2] nldigitalschool,digilearnscot
[2] read,along
[2] pe,lesson

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@daravath1988
@tillieelvrum
@parents4support
@thedlcedu
@seanminogue
@wcet_info
@lloydsbank
@everylearnernet
@tataclassedge

Top Mentioned in G1:
@momswhosave
@mseideman

Top Mentioned in G2:
@parents4support
@tillieelvrum
@thedlcedu
@thelmsdaily
@lakewood_u
@njchoice
@njedreport
@futureof_school
@moodle
@openstudy4

Top Mentioned in G3:
@vipulasharma1
@ismonaco
@appleedu
@rashielea_ps
@apple
@googleforedu
@pamela_usai
@seesaw
@commonsenseed
@iste

Top Mentioned in G4:
@tataclassedge
@learnxpl
@google
@splashsys
@lucas
@leaplearning
@exeedcollege
@humbleisd_pl
@tcea
@iskillstoolkit

Top Mentioned in G5:
@daravath1988

Top Mentioned in G6:
@wcet_info
@everylearnernet
@russpoulin
@wicheedu
@ndunivsystem
@bismarck_state
@ncsara_news
@bayviewsurveys

Top Mentioned in G7:
@digitalxtrafund
@snhsbused
@mson
@maidenhillstem
@msonenote
@microsoftteams
@maidenhillerc
@digischoolserc
@erc_stem
@beadysea

Top Mentioned in G8:
@seanminogue
@tvomathify
@tvo

Top Mentioned in G9:
@matthewfarber
@uscgamelab
@usc
@usc_dcresearch
@researchatusc
@uscgames
@neh_pubprograms
@neh_odh
@neh

Top Mentioned in G10:
@digilearnscot
@nldigitalschool
@chatterpixit
@entrepreneurme
@digitalscotnews
@educationscot

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@animatorspal
@cybersecurityn8
@fabriciosx
@education_24x7
@eraser
@lesechos
@vrretweeter
@covercouch
@hephaistos_ai

Top Tweeters in G1:
@momswhosave
@equitybulls
@lauraoinak
@peoplematters2
@kpmgindia
@becyberwise
@tk1ng
@learningpool
@naa
@mseideman

Top Tweeters in G2:
@markedeschaine
@moms4edfreedom
@lewis1jj
@1in5advocacy
@distancelrnbot
@educationbnb
@momgiggles
@tillieelvrum
@faustisland
@njedreport

Top Tweeters in G3:
@iste
@vipulasharma1
@commonsenseed
@googleforedu
@francagenco
@tdsb_mhwb
@earlyyearstdsb
@appleedu
@niallridgway
@tabletacademysc

Top Tweeters in G4:
@fabriciosx
@google
@jc_james_clark
@kolliphanindra_
@tcea
@ingutia_edith
@vardhanpvarma
@humbleisd_pl
@jagdeeshkumawa5
@exeedcollege

Top Tweeters in G5:
@knight__teresa
@thiravyamtgmai1
@carney__veroni
@elonskarts
@sarah_phelps80
@chonya_dora
@rachelpayne54
@hi69271644
@chitchi93139804
@kumrnarendra

Top Tweeters in G6:
@peyotenft
@wcet_info
@russpoulin
@jasonrhode
@roxannriskin
@boothmelanie
@ndunivsystem
@wicheedu
@bismarck_state
@everylearnernet

Top Tweeters in G7:
@msteamsbot
@msonenote
@tcrossmd
@microsoftteams
@stninianshigh
@digischoolserc
@beadysea
@digitalxtrafund
@carolinemcconna
@snhsbused

Top Tweeters in G8:
@rootbrian_
@pattimarathon
@nobleknits2
@the_mulc
@tvo
@nowayfornow
@maureenasselin
@thementoree
@mrsshahsingh
@tvomathify

Top Tweeters in G9:
@digtalhumanatee
@botlabhd
@matthewfarber
@usc
@neh_pubprograms
@neh_odh
@uscgames
@usc_dcresearch
@researchatusc
@uscgamelab

Top Tweeters in G10:
@educationscot
@digitalscotnews
@entrepreneurme
@digilearnscot
@chatterpixit
@torbainps
@nldigitalschool
@misstosunoglu
@misss_says
@mrsfgraham


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