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edtech_2019-12-04_03-59-54.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2019
Short Description:
edtech via NodeXL http://bit.ly/2sHnMsA
@scalarhumanity
@markj_ohnson
@teachfromridge
@rdene915
@gcouros
@jakemillertech
@mcleod
@iste
@eraser
@ericcurts

Top hashtags:
#edtech
#edchat
#education
#elearning
#edreform
#k12
#stem
#ai
#learning
#tech

Description:
Description
The graph represents a network of 4,018 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 04 December 2019 at 12:01 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 0-hour, 11-minute period from Saturday, 30 November 2019 at 00:49 UTC to Monday, 02 December 2019 at 01:01 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 : 4018
Unique Edges : 5566
Edges With Duplicates : 2704
Total Edges : 8270
Number of Edge Types : 3
Mentions : 6314
Tweet : 1725
Replies to : 231
Self-Loops : 1725
Reciprocated Vertex Pair Ratio : 0.0357009345794393
Reciprocated Edge Ratio : 0.0689406244360224
Connected Components : 580
Single-Vertex Connected Components : 299
Maximum Vertices in a Connected Component : 2720
Maximum Edges in a Connected Component : 6294
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.994742
Graph Density : 0.000343302041485459
Modularity : 0.616225
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,018 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 04 December 2019 at 12:01 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 0-hour, 11-minute period from Saturday, 30 November 2019 at 00:49 UTC to Monday, 02 December 2019 at 01:01 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 : edtech
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:
[52] https://e-learning-teleformacion.blogspot.com/2019/11/vol-14-no-22-2019-international-journal.html
[31] http://www.cultofpedagogy.com/educational-podcasts-for-kids/
[28] https://www.geogebra.org/m/wSr67zYE
[24] http://www.controlaltachieve.com/2016/11/emoji-writing-prompts.html
[22] https://twinybots.ch/
[22] https://www.facebook.com/groups/2181012648675646/announcements/
[20] https://www.cmrubinworld.com/smiles/
[19] https://e-learning-teleformacion.blogspot.com/2019/11/big-data-analytics-and-e-learning-in.html
[18] https://www.controlaltachieve.com/2018/12/chrome-music-lab.html
[13] https://techned.org/keeping-up-with-the-pedagogies/

Top URLs in Tweet in G1:
[41] https://e-learning-teleformacion.blogspot.com/2019/11/vol-14-no-22-2019-international-journal.html
[17] https://e-learning-teleformacion.blogspot.com/2019/11/big-data-analytics-and-e-learning-in.html
[10] https://www.teckedin.com/
[9] http://e-learning-teleformacion.blogspot.com/2019/08/changing-game-in-education-through.html
[8] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[8] https://edscoop.com/four-cybersecurity-pointers-schools-k12/
[7] https://e-learning-teleformacion.blogspot.com/2019/11/higher-education-disruption.html
[6] https://www.linkedin.com/pulse/how-edtech-can-gain-market-share-teacher-tomorrow-dan-galante-cmo
[5] http://bit.ly/2JzO9XG?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[4] https://www.ttrinity.jp/shop/haniwafactory/design/1800431

Top URLs in Tweet in G2:
[22] https://www.facebook.com/groups/2181012648675646/announcements/
[9] https://shakeuplearning.com/blog/20-awesome-apps-that-integrate-with-google-classroom/
[7] https://shakeuplearning.com/blog/20-youtube-channels-for-educators/
[6] https://shakeuplearning.com/blog/how-to-create-powerful-student-eportfolios-with-google-sites/
[6] https://rdene915.com/2019/12/01/game-ify-social-studies-learning-current-event-learning-with-fanschool-org/
[5] https://www.termmate.com/
[5] https://www.gettingsmart.com/2019/11/5-ideas-for-building-communication-skills-for-the-future/
[4] https://shakeuplearning.teachable.com/
[4] https://ericandrewlewis.github.io/emoji-mosaic/
[4] https://anchor.fm/rdene915

Top URLs in Tweet in G3:
[13] https://twinybots.ch/
[9] https://itunes.apple.com/gb/app-bundle/ibbleobble-preschool-learning-games-for-kindergarten/id1367137098?mt=8&utm_content=buffer360a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://e-learning-teleformacion.blogspot.com/2019/11/vol-14-no-22-2019-international-journal.html
[6] https://itjobpro.com/job/senior-front-end-engineer-react-edtech-company-job-opening-in-new-york-techjobs
[6] https://techned.org/keeping-up-with-the-pedagogies/
[6] http://people.uis.edu/rschr1/et/
[4] https://techcrunch.com/2019/11/26/sim-shagayas-ulesson-african-edtech-startup-raises-3-1m/
[4] http://support.gale.com/status/
[4] http://edtech-media.com/archives/18451
[4] https://www.school-admin.org/downloads.aspx

Top URLs in Tweet in G4:
[5] https://www.scoop.it/topic/igeneration-21st-century-education/p/4112958401/2019/12/01/7-practical-google-sheets-add-ons-for-educators-via-educators-tech?utm_medium=social&utm_source=twitter
[5] https://marketbrief.edweek.org/market-trends/future-work-will-heap-pressure-k-12-companies/?cmp=soc-tw-shr-mktbf
[4] https://vanmeterlibraryvoice.blogspot.com/2019/12/6-collections-by-destiny-for-holidays.html
[3] https://www.fetc.org/whyattend
[2] https://www.scoop.it/t/igeneration-21st-century-education/p/4099584026/2018/07/24/using-curation-tools-as-a-connected-educator-to-manage-the-volume-of-information-via-sue-waters?utm_medium=social&utm_source=twitter
[2] http://www.thepaperlesstrail.com/2018/09/12/using-tinkercad-to-learn-arduino-basics/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://edtechmagazine.com/k12/article/2019/06/2019-honor-roll-edtechs-30-must-read-k-12-education-it-influencers?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://l.feathr.co/fetc20_speaker-landing-page-sean-gaillard
[2] https://edtechmagazine.com/k12/article/2019/11/how-leverage-your-classroom-tech-project-based-learning
[1] https://www.scoop.it/topic/igeneration-21st-century-education/p/4112831117/2019/11/29/screen-time-can-help-or-harm-youngsters-watching-a-video-vs-interactive-educational-app-by-kelly-walsh?utm_medium=social&utm_source=twitter

Top URLs in Tweet in G5:
[1] http://r.socialstudio.radian6.com/dd83265d-6ed3-4d7a-b305-00b53fbe4e7d
[1] http://r.socialstudio.radian6.com/f5a438f5-c35c-4335-b48f-446221851c70
[1] http://r.socialstudio.radian6.com/eaba30db-78e3-44a0-a354-d95bec362d45
[1] https://www.definedstem.com/blog/preparing-for-the-future-creating-supportive-digital-learning-spaces/
[1] https://www.controlaltachieve.com/2018/03/podcasts-to-learn.html
[1] https://www.freetech4teachers.com/2019/11/7-google-product-updates-to-note-from.html
[1] http://www.supportrealteachers.org/iphoneipad-apps.html

Top URLs in Tweet in G6:
[21] http://www.controlaltachieve.com/2016/11/emoji-writing-prompts.html
[16] https://www.controlaltachieve.com/2018/12/chrome-music-lab.html
[7] http://www.controlaltachieve.com/2016/05/world-language-fluency-tools.html
[7] https://www.controlaltachieve.com/2019/03/background-removal.html
[6] http://ow.ly/zll750xiusv?utm_source=hootsuite&utm_medium=twitter&utm_term=&utm_content=21c64bf7-651e-4037-9a08-6ee4fa3ebae8&utm_campaign=Q3-2019-math-science-spotlight
[5] https://web.science4us.com/science-webinars/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=2102ccdd-bb0d-4555-b6ba-1da0ca665fc5&utm_campaign=q3-2019-science4us
[5] https://blog.explorelearning.com/2019/10/lets-integrate-math-and-science4us/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=f6ea08bc-eb11-4770-bce2-c5212a0ae049&utm_campaign=q3-2019-science4us
[5] http://ow.ly/C9TZ50x6eYg?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=4363ac32-b1d3-4024-b18a-8a59c7089d0e&utm_campaign=q3-2019-science4us
[5] http://ow.ly/936E50x61GV?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=&utm_campaign=Reflex-News
[5] https://usingtechnologybetter.com/how-to-use-the-google-slides-master-feature-purposefully/

Top URLs in Tweet in G7:
[6] http://rechargelearning.blogspot.com/2019/12/digital-resources-for-social-studies.html
[2] http://www.teachingfromtheridge.com/2019/11/differentiation-appvent-calendar.html
[2] https://www.narratorar.com.au/copy-of-abcs
[1] http://classtechtips.com/2017/05/21/formative-assessment-examples/
[1] https://classtechtips.com/2018/07/25/teaching-digital-citizenship-spark/
[1] https://classtechtips.com/2018/07/11/stem-projects/
[1] https://classtechtips.com/2018/06/11/using-nearpod-with-early-learners/
[1] https://classtechtips.com/2018/03/19/family-engagement/
[1] https://classtechtips.com/2018/09/26/digital-learning-collection/
[1] https://classtechtips.com/2019/11/27/teacher-secret-santa/

Top URLs in Tweet in G8:
[7] https://smartlink.ausha.co/edtech-france-le-podcast
[5] https://www.gettingsmart.com/2018/02/inequity-in-education-is-your-and-my-responsibility/
[4] https://mailchi.mp/cb72024562c2/une-newsletter-100-podcasts?e=5d6c5e2295
[4] https://edtechfrance.fr/
[3] https://www.iste.org/learn/iste-certification
[3] https://www.weareteachers.com/stop-calling-it-an-achievement-gap/
[2] https://podcasts.apple.com/fr/podcast/edtech-france-le-podcast/id1471116248
[2] https://twitter.com/EdtechFrance/status/1200738080996630528
[2] https://www.edutopia.org/article/11-questions-youll-be-asked-teaching-interview
[2] https://twitter.com/rvrrr/status/1194542946131075073

Top URLs in Tweet in G9:
[2] https://www.controlaltachieve.com/2019/03/background-removal.html
[1] http://jakemiller.net/ctrl-shift-v-happens/
[1] https://twitter.com/Joshua__Stamper/status/1200443326924763136
[1] https://jakemiller.net/searching-for-images-with-transparent-backgrounds-in-google-image-search/
[1] https://www.controlaltachieve.com/2018/12/chrome-music-lab.html
[1] https://www.youtube.com/watch?v=6ovisHwE3L4&feature=youtu.be&list=PLSliTVtCXnYvb9BDjQ1A0PiPnwtoqXwOP

[1] https://twitter.com/digitalcircushb/status/1200953966638424064
[1] https://twitter.com/DitchThatTxtbk/status/1200814998089584641
[1] https://gsuiteupdates.googleblog.com/2019/11/custom-page-numbers-docs.html
[1] http://www.controlaltachieve.com/2016/11/emoji-writing-prompts.html

Top URLs in Tweet in G10:
[28] http://www.cultofpedagogy.com/educational-podcasts-for-kids/
[9] http://Eduprotocols.com
[8] https://www.cultofpedagogy.com/slideshows/
[3] https://cyber-kap.blogspot.com/2019/11/math-attax.html
[2] http://www.cultofpedagogy.com/how-to-use-twitter/
[2] https://edupr.io/1u338Mw
[2] https://edupr.io/1h32wFi
[2] https://edupr.io/1m33wI4
[2] https://www.teachthought.com/pedagogy/ways-to-create-a-brain-friendly-classroom/
[2] https://www.teachthought.com/technology/20-useful-google-search-tips-you-probably-dont-know/

Top Domains
Top Domains in Tweet in Entire Graph:
[223] blogspot.com
[190] twitter.com
[88] controlaltachieve.com
[71] co.uk
[55] shakeuplearning.com
[55] edsurge.com
[51] thepaperlesstrail.com
[49] bit.ly
[46] cultofpedagogy.com
[44] geogebra.org

Top Domains in Tweet in G1:
[172] blogspot.com
[40] bit.ly
[22] twitter.com
[20] linkedin.com
[19] edtechreview.in
[12] medium.com
[11] edsurge.com
[10] teckedin.com
[8] edscoop.com
[5] otter.ai

Top Domains in Tweet in G2:
[49] shakeuplearning.com
[22] twitter.com
[22] facebook.com
[15] blogspot.com
[13] techedupteacher.com
[11] anchor.fm
[10] freetech4teachers.com
[10] gettingsmart.com
[8] rdene915.com
[8] ditchthattextbook.com

Top Domains in Tweet in G3:
[36] media4math.com
[29] twitter.com
[24] apple.com
[14] uis.edu
[13] twinybots.ch
[12] feedblitz.com
[11] edtech-media.com
[10] blogspot.com
[10] careerarc.com
[8] easytoretire.com

Top Domains in Tweet in G4:
[50] thepaperlesstrail.com
[10] classtechtips.com
[9] scoop.it
[7] edtechmagazine.com
[6] edweek.org
[6] twitter.com
[5] blogspot.com
[3] fetc.org
[2] feathr.co
[2] po.st

Top Domains in Tweet in G5:
[3] radian6.com
[1] definedstem.com
[1] controlaltachieve.com
[1] freetech4teachers.com
[1] supportrealteachers.org

Top Domains in Tweet in G6:
[70] controlaltachieve.com
[22] explorelearning.com
[20] ow.ly
[9] science4us.com
[8] payhip.com
[8] scoop.it
[7] usingtechnologybetter.com
[4] googleblog.com
[4] blogspot.com
[4] edtechteam.online

Top Domains in Tweet in G7:
[8] classtechtips.com
[6] blogspot.com
[2] teachingfromtheridge.com
[2] approachableleadership.com
[2] com.au
[1] edtechmagazine.com
[1] twitter.com
[1] theedadvocate.org
[1] ed.gov
[1] utexas.edu

Top Domains in Tweet in G8:
[7] ausha.co
[6] iste.org
[5] gettingsmart.com
[4] mailchi.mp
[4] edtechfrance.fr
[4] twitter.com
[3] weareteachers.com
[2] apple.com
[2] edutopia.org
[1] metcedplus.org

Top Domains in Tweet in G9:
[4] controlaltachieve.com
[3] twitter.com
[2] jakemiller.net
[2] youtube.com
[1] googleblog.com
[1] getinspiredandinnovate.com
[1] idahoednews.org
[1] wordpress.com
[1] medium.com
[1] studytracks.co

Top Domains in Tweet in G10:
[40] cultofpedagogy.com
[9] eduprotocols.com
[9] edtechupdate.com
[7] blogspot.com
[6] edupr.io
[6] eduporium.com
[4] teachthought.com
[4] pledgecents.com
[3] youtube.com
[2] districtadministration.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3053] edtech
[585] edchat
[499] education
[329] elearning
[215] edreform
[188] k12
[173] stem
[166] ai
[161] learning
[150] tech



Top Hashtags in Tweet in G1:
[463] edtech
[208] education
[173] elearning
[107] stem
[93] ai
[88] edchat
[83] technology
[83] dreamport
[76] learning
[75] educación

Top Hashtags in Tweet in G2:
[375] edtech
[90] education
[53] edchat
[34] k12
[31] sel
[25] gsuiteedu
[19] edtechchat
[18] elearning
[18] future4edu
[17] educhat

Top Hashtags in Tweet in G3:
[368] edtech
[57] education
[42] tech
[41] edchat
[28] elearning
[26] learning
[21] teachers
[19] math
[18] mathchat
[16] techtalk

Top Hashtags in Tweet in G4:
[144] edtech
[55] edchat
[34] ar
[34] ai
[29] vr
[25] marketing
[25] digital
[24] art
[15] education
[15] k12

Top Hashtags in Tweet in G5:
[147] edtech
[141] edchat
[139] edreform
[139] edpolicy
[139] edcolo
[4] sel
[1] coding
[1] education
[1] pbl
[1] podcastedu

Top Hashtags in Tweet in G6:
[181] edtech
[48] stemed
[42] gsuiteedu
[20] museum
[18] augmentedreality
[17] science4us
[14] elgizmos
[13] ar
[10] arts
[10] sparkar

Top Hashtags in Tweet in G7:
[28] edtech
[6] edtechknow
[6] sschat
[3] gafe
[3] education
[3] k12
[3] ditchbook
[3] podcastedu
[3] ar
[2] tlap

Top Hashtags in Tweet in G8:
[63] edtech
[10] edchat
[8] podcasts
[7] education
[6] podcast
[6] teaching
[4] istecert
[3] iste
[3] edchateu
[3] futurscomposés

Top Hashtags in Tweet in G9:
[30] edtech
[9] ditchbook
[6] tlap
[4] gsuiteedu
[3] gttribe
[3] education
[3] copierpd
[2] edugif
[2] edtechchat
[2] teachbetter19

Top Hashtags in Tweet in G10:
[112] edtech
[36] edutech
[36] teaching
[33] edchat
[28] blendedlearning
[28] flipclass
[22] edtechchat
[16] cybermonday
[13] wearecue
[12] ntchat

Top Words
Top Words in Tweet in Entire Graph:
[4068] Words in Sentiment List#1: Positive
[982] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[107859] Non-categorized Words
[112910] Total Words
[3053] #edtech
[585] #edchat
[499] #education
[451] learning
[396] edtech

Top Words in Tweet in G1:
[463] #edtech
[208] #education
[173] #elearning
[126] eraser
[122] learning
[117] education
[107] #stem
[93] #ai
[88] #edchat
[83] #technology

Top Words in Tweet in G2:
[375] #edtech
[90] #education
[62] google
[61] learning
[53] #edchat
[53] students
[51] free
[50] check
[45] make
[42] more

Top Words in Tweet in G3:
[368] #edtech
[84] edtech
[57] #education
[51] review
[48] brief
[46] video
[43] co
[42] #tech
[41] learning
[41] #edchat

Top Words in Tweet in G4:
[144] #edtech
[65] enricomolinari
[55] #edchat
[35] ty
[34] #ar
[34] #ai
[29] #vr
[25] #marketing
[25] #digital
[25] mashable

Top Words in Tweet in G5:
[147] #edtech
[141] #edchat
[139] gcouros
[139] #edreform
[139] #edpolicy
[139] #edcolo
[138] mcleod
[10] coding
[7] commonsenseed
[6] top

Top Words in Tweet in G6:
[181] #edtech
[61] ericcurts
[50] more
[49] google
[48] #stemed
[43] learn
[42] #gsuiteedu
[40] science
[34] students
[32] music

Top Words in Tweet in G7:
[106] app
[105] differentiation
[105] vent
[105] calendar
[103] teachfromridge
[97] announcing
[97] 25
[97] apps
[97] dozens
[97] ways

Top Words in Tweet in G8:
[63] #edtech
[25] edtechfrance
[21] iste
[20] tools
[14] edtech
[12] 100
[11] encore
[11] learning
[11] review
[11] educators

Top Words in Tweet in G9:
[129] gt
[86] image
[46] google
[45] background
[45] tools
[44] transparent
[44] jakemillertech
[43] need
[43] find
[43] easily

Top Words in Tweet in G10:
[112] #edtech
[37] great
[37] cultofpedagogy
[36] #edutech
[36] kids
[36] #teaching
[33] #edchat
[30] educational
[28] podcasts
[28] #blendedlearning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[160] #edtech,#edchat
[160] #edchat,#edreform
[142] gcouros,#edchat
[142] #edreform,#edpolicy
[142] #edpolicy,#edcolo
[142] #edcolo,#edtech
[141] mcleod,gcouros
[138] app,vent
[138] vent,calendar
[132] #edchat,#edtech

Top Word Pairs in Tweet in G1:
[66] #elearning,#mlearning
[47] #education,#edtech
[47] 2019,international
[47] international,journal
[46] vol,14
[46] journal,emerging
[46] emerging,technologies
[46] technologies,learning
[46] learning,ijet
[44] mdmisi,#dreamport

Top Word Pairs in Tweet in G2:
[30] #edtech,#education
[21] google,certified
[20] #sel,#edtech
[18] top,10
[17] #edtech,#edchat
[17] #edtech,#edtechchat
[17] sharing,educators
[17] educators,fave
[17] fave,top
[17] 10,#sel

Top Word Pairs in Tweet in G3:
[48] brief,review
[36] #edtech,co
[24] video,brief
[24] note,download
[24] download,mp4
[24] mp4,file
[24] file,#edtech
[23] #edtech,#edchat
[16] #education,#edtech
[16] #math,#techtalk

Top Word Pairs in Tweet in G4:
[51] #edtech,#edchat
[23] #digital,art
[23] art,installation
[23] installation,completely
[23] completely,mesmerizing
[23] mesmerizing,ty
[23] ty,mashable
[23] mashable,enricomolinari
[23] enricomolinari,#ar
[23] #ar,#vr

Top Word Pairs in Tweet in G5:
[139] gcouros,#edchat
[139] #edchat,#edreform
[139] #edreform,#edpolicy
[139] #edpolicy,#edcolo
[139] #edcolo,#edtech
[138] mcleod,gcouros
[6] top,pick
[6] pick,list
[5] ready,start
[5] start,coding

Top Word Pairs in Tweet in G6:
[35] #gsuiteedu,#edtech
[25] google,sheets
[25] #edtech,#stemed
[21] emoji,writing
[21] writing,prompt
[21] prompt,generator
[21] generator,google
[21] sheets,#edtech
[20] ericcurts,emoji
[16] learning,music

Top Word Pairs in Tweet in G7:
[105] differentiation,app
[105] app,vent
[105] vent,calendar
[97] announcing,differentiation
[97] calendar,25
[97] 25,apps
[97] apps,dozens
[97] dozens,ways
[97] ways,differentiate
[97] differentiate,addition

Top Word Pairs in Tweet in G8:
[10] explore,evaluate
[10] evaluate,learning
[10] learning,tools
[10] tools,edtech
[10] edtech,advisor
[10] advisor,review
[10] review,rating
[10] rating,platform
[10] platform,gives
[10] gives,educators

Top Word Pairs in Tweet in G9:
[43] need,image
[43] image,transparent
[43] transparent,background
[43] background,find
[43] find,easily
[43] easily,google
[43] google,image
[43] image,search
[43] search,images
[43] images,gt

Top Word Pairs in Tweet in G10:
[28] great,educational
[28] educational,podcasts
[28] podcasts,kids
[28] kids,#teaching
[28] #teaching,#blendedlearning
[28] #blendedlearning,#flipclass
[28] #flipclass,#edtech
[28] #edtech,#edutech
[27] cultofpedagogy,great
[27] #edutech,#e

Top Replied-To
Top Replied-To in Entire Graph:
@mr_edtech_educ
@69mushroomhead
@bilog_libog
@thejblancaflor
@catawanglupako
@_yourmajesty08_
@mrkpyp
@smilesinlife
@juandoming
@cmrubinworld

Top Replied-To in G1:
@siobhaneagen
@frankismartinez
@teachwithmst326
@microsoft
@danagavin1895

Top Replied-To in G2:
@jmattmiller
@cospaces_edu
@atechcoachlife
@buncee
@melaniezolnier
@embedafrica
@rdene915
@nodnarbtuhcs
@mssamanthaolsen

Top Replied-To in G3:
@screencasto
@arcadeclassroom

Top Replied-To in G4:
@commonlit
@edtech_k12
@nearpod

Top Replied-To in G5:
@shabrenadicker1

Top Replied-To in G6:
@juandoming
@luciovelarde1

Top Replied-To in G9:
@lhighfill
@m_drez

Top Mentioned
Top Mentioned in Entire Graph:
@gcouros
@mcleod
@eraser
@teachfromridge
@ericcurts
@mdmisi
@tcea
@ictevangelist
@cyberpoint_intl
@jakemillertech

Top Mentioned in G1:
@eraser
@mdmisi
@cyberpoint_intl
@wef
@reuters
@uscybercommand
@uscybercom
@haroldsinnott
@automeme
@realcolinmac

Top Mentioned in G2:
@flipgrid
@shakeuplearning
@wakelet
@jmattmiller
@rdene915
@mrnunesteach
@sparvell
@elisabostwick
@buncee
@tntedtech

Top Mentioned in G3:
@cyfairedtech
@drescotet
@collegeip
@makersempire
@industry_wired
@everlearntweets
@ryoryoryoooooya
@willpowerentllc

Top Mentioned in G4:
@enricomolinari
@mashable
@fetc
@edtech_k12
@classtechtips
@haroldsinnott
@casas_jimmy
@catetolnai
@edmarketbrief
@johnlpbl

Top Mentioned in G5:
@gcouros
@mcleod
@commonsenseed
@ozobot
@fossscience
@jlubinsky
@gotyoujonesin
@rdene915
@hourofcode
@casalomaschool

Top Mentioned in G6:
@ericcurts
@edtechteam
@juandoming
@marvystudio
@jrsowash
@nikpeachey
@explorelearning
@uxlinks
@edumorfosis
@writewellapp

Top Mentioned in G7:
@teachfromridge
@wickededtech
@shawnwigg
@wainbrave
@jmattmiller
@approachableldr
@mrnunesteach
@tntedtech
@narratorar
@mrhooker

Top Mentioned in G8:
@edtechfrance
@iste
@matthiefield
@valdoise
@applepodcasts
@banquedesterr
@nikolindholm
@eduspaze
@groupe_mgen
@maif

Top Mentioned in G9:
@jakemillertech
@googleforedu
@mrshowell24
@ericcurts
@toni_westcott
@teachprofoundly
@lancerkey
@youtube
@projmakerspace
@inspandinn

Top Mentioned in G10:
@cultofpedagogy
@cueinc
@jcorippo
@mrlosik
@eduporium
@eduprotocols
@mheb
@mhebern
@techlearning
@dkapuler

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@resilient_ent
@nosqldigest
@deejayiwan
@evankirstel
@chidambara09
@lorimoreno
@techedvocate
@aaroncuddeback

Top Tweeters in G1:
@sectest9
@nosqldigest
@deejayiwan
@chidambara09
@aaroncuddeback
@eraser
@iam__network
@reuters
@cybersec_feeds
@andrewmorrisuk

Top Tweeters in G2:
@jodieh1131
@bar_zie
@designthinkbot
@npr
@zeekay15
@flipgrid
@harassnomore
@smesecurity
@rdene915
@canva

Top Tweeters in G3:
@ukedchat
@ronmc1
@digital_mine_
@best_biz_ads
@syuhei
@educatormaguk
@deepfinds
@odtnews
@g4mma
@mrkempnz

Top Tweeters in G4:
@arkangelscrap
@evankirstel
@lorimoreno
@swissbusiness
@cftc10
@mashable
@shicooks
@smoothsale
@a_abdulaziz_a
@vivekghosal

Top Tweeters in G5:
@almasol77139453
@xzpwedvhhh37i3c
@gcouros
@bethhill2829
@turnagejohn
@mcleod
@desvessies
@skymazef3
@missfield5
@laurakomos

Top Tweeters in G6:
@juandoming
@wagjuer
@shellterrell
@hydralabs_
@edumorfosis
@classroomcrafts
@thenerdyteacher
@ined21
@edtechteam
@explorelearning

Top Tweeters in G7:
@madamemoodle
@pcalleypbvusd
@tishrich
@matthew_arend
@wickededtech
@iluveducating
@tommyspall
@jroach4522
@raquelsterczek
@talouis

Top Tweeters in G8:
@lesguer_lionel
@charlesrandolp3
@rialtoboard
@vxjoe
@actionhero
@elissamalespina
@fbocquet
@cyberteacher
@iste
@spotify

Top Tweeters in G9:
@atulibrahimmm
@sarahdateechur
@chicagouno
@laptamy
@adobe
@jaimedonally
@dailystem
@stella_pollard
@jakemillertech
@m_drez

Top Tweeters in G10:
@jcorippo
@urbie
@wickeddecent
@garym
@toddwhitaker
@mrlosik
@pledgecents
@shfarnsworth
@eduporium
@cloudscholar