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edtech_2019-08-13_07-18-25.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2019
Short Description:
edtech via NodeXL http://bit.ly/2YQ8LnO
@scalarhumanity
@markj_ohnson
@joliboucher
@shakeuplearning
@mtholfsen
@rdene915
@mynaedu
@microsoftedu
@edsurge
@commonsenseed

Top hashtags:
#edtech
#education
#edchat
#learning
#teachers
#googlesheets
#elearning
#microsoftedu

Description:
Description
The graph represents a network of 3,936 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 Tuesday, 13 August 2019 at 14:19 UTC.

The requested start date was Monday, 12 August 2019 at 00:01 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, 21-minute period from Friday, 09 August 2019 at 23:39 UTC to Monday, 12 August 2019 at 00:00 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 : 3936
Unique Edges : 5215
Edges With Duplicates : 2451
Total Edges : 7666
Number of Edge Types : 3
Mentions : 5643
Tweet : 1827
Replies to : 196
Self-Loops : 1827
Reciprocated Vertex Pair Ratio : 0.0321478802491461
Reciprocated Edge Ratio : 0.0622931672182208
Connected Components : 593
Single-Vertex Connected Components : 305
Maximum Vertices in a Connected Component : 2655
Maximum Edges in a Connected Component : 6089
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.884445
Graph Density : 0.000331672709992665
Modularity : 0.614847
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[158] https://docs.google.com/spreadsheets/d/1aYiGgXzv8cfY05ZjJ-TJd9DRpW9KD5m9p0hCQDPzhvM/template/preview
[45] https://shakeuplearning.com/blog/4-must-google-classroom-skills-teachers/
[27] https://shakeuplearning.com/blog/100-chrome-apps-and-extensions/
[24] https://www.tes.com/teaching-resources/shop/godwin86
[23] https://resources.mrpiercey.com/classroom/tutorials
[22] https://microbit.org/guide/quick/
[20] http://www.controlaltachieve.com/2017/03/hipster-google.html
[20] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[19] http://ditchthattextbook.com/2019/08/09/25-beginning-of-the-year-activities-you-can-use-right-away/
[17] https://shakeuplearning.com/blog/20-awesome-apps-that-integrate-with-google-classroom/

Top URLs in Tweet in G1:
[9] http://e-learning-teleformacion.blogspot.com/2019/08/ethics-in-e-learning-toprak-elif-others.html
[8] https://miguelescotet.com/2019/a-need-to-educate-for-uncertainty/
[8] https://twinybots.ch/
[8] https://www.rdene915.com/
[7] https://www.theguardian.com/education/2019/jul/30/lets-judge-universities-for-their-social-impact-not-graduate-salaries?fbclid=IwAR38H5FjYocg3saPGi9_d-kdnvevVI8rmLTSS-fGh49h7piYWFdJJXRDDhs&utm_content=98451418&utm_medium=social&utm_source=twitter&hss_channel=tw-909744016291397632
[7] https://www.bbc.co.uk/news/av/newsbeat-49290955/why-gaming-is-coming-to-this-school-s-curriculum
[7] http://news.mit.edu/2019/schwarzman-college-computing-conference-0228#.XHkOlatEXnk.twitter
[7] https://mattharrisedd.com/2019/02/27/how-gdpr-impacts-schools/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[7] https://alicekeeler.com/2019/07/23/google-classroom-level-up-game/
[6] https://districtadministration.com/da-op-ed-the-role-of-ai-in-education/

Top URLs in Tweet in G2:
[8] https://twinybots.ch/
[7] https://twitter.com/historysandoval/status/1160313429019648000
[6] http://people.uis.edu/rschr1/et/
[5] https://blog.tcea.org/google-forms/
[4] https://didacindia.com/zone/visitor/didac-india-campaign-event/?utm_source=fb&utm_medium=leadgen1&utm_campaign=Didac19&utm_term=016
[4] https://www.hmhco.com/research/an-ethnographic-study-of-teaching-in-a-high-tech-high-touch-world
[4] http://edtech-media.com/archives/18451
[4] https://www.youtube.com/watch?v=LY4CEuhZpP0&feature=youtu.be

[4] http://itunes.apple.com/us/app/id517766057?mt=8&at=10l6Xd&ct=ig0oevc8fmrl
[4] http://tinyurl.com/6n3bxrw

Top URLs in Tweet in G3:
[3] https://shakeuplearning.com/blog/empower-students-4-cs-learning-menu/
[2] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/kpJb4N
[2] https://shakeuplearning.com/blog/4-must-google-classroom-skills-teachers/
[2] https://shakeuplearning.com/blog/100-chrome-apps-and-extensions/
[2] https://docs.google.com/drawings/d/1hnNFZfWonGj8y4o9yNjkuUypfkXEdr848K6dPgUASfY/template/preview
[1] https://sway.office.com/FubhMHrsKZLHMc4z?ref=Link
[1] https://edusupport.microsoft.com/support
[1] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/zE5oF3
[1] https://apps.apple.com/us/app/microsoft-edge/id1288723196
[1] https://education.microsoft.com/courses-and-resources/courses/building-literacy-studentdriven-fluency-practice-in-class-notebook

Top URLs in Tweet in G4:
[137] https://docs.google.com/spreadsheets/d/1aYiGgXzv8cfY05ZjJ-TJd9DRpW9KD5m9p0hCQDPzhvM/template/preview
[2] https://docs.google.com/forms/d/1y5Gp3TKS-xOPIIMXaaDAvDkzHEA8srFAORLcTP8QtAs/edit
[1] https://docs.google.com/presentation/d/1MnZnOxwpQyvOmIAz0N0kSR5ewMHriTmiBu7AYECha_w/template/preview
[1] https://www.catcat.com/student/catalog
[1] https://www.scoop.it/topic/tools-for-learners/p/4109307418/2019/07/27/kaizena-fast-personal-feedback-on-student-work?utm_medium=social&utm_source=twitter
[1] https://engageducate.com/2019/07/14/interactive-introductions-template/
[1] https://edupr.io/1th8d22
[1] https://www.youtube.com/watch?v=2kyNb-UZb8Q&feature=youtu.be

[1] https://ferpasherpa.org/state-laws/
[1] https://twitter.com/simonsinek/status/1154743020522287104

Top URLs in Tweet in G5:
[21] https://www.tes.com/teaching-resources/shop/godwin86
[20] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[8] http://www.globalmetacognition.com/
[5] https://www.facebook.com/groups/EducationalMetacognition/
[5] https://www.k12prospects.com/k-12-education-technology-conferences-2019/?utm_source=twitter&utm_medium=posting-image&utm_campaign=k-12-edtech-conferences-2019&utm_content=textlink
[4] https://www.k12prospects.com/k-12-education-technology-hashtags-2019/?utm_source=twitter&utm_medium=posting-image&utm_campaign=k-12-education-technology-hashtags-2019&utm_content=textlink
[4] https://twitter.com/kmishmael/status/1159809982965211136
[3] http://r.socialstudio.radian6.com/d02febdc-d142-4d74-a192-55edf4f07b03
[3] https://www.k12prospects.com/LP/Back-to-School-2019/Tips-for-Taking-Advantage-of-the-$50-Billion-Back-to-School-Season.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=tips-50-billion-back-to-school-season&utm_content=textlink
[3] https://www.friedtechnology.com/blog/see-google-docs-type-my-handwriting-go-google-docs-go

Top URLs in Tweet in G6:
[30] https://shakeuplearning.com/blog/4-must-google-classroom-skills-teachers/
[22] https://shakeuplearning.com/blog/100-chrome-apps-and-extensions/
[12] https://shakeuplearning.com/blog/20-awesome-apps-that-integrate-with-google-classroom/
[10] http://ditchthattextbook.com/2019/08/09/25-beginning-of-the-year-activities-you-can-use-right-away/
[7] https://shakeuplearning.com/blog/7-reasons-need-try-voice-typing-google-docs/
[6] https://shakeuplearning.com/blog/top-20-tech-tips-for-teachers/
[6] https://docs.google.com/spreadsheets/d/1aYiGgXzv8cfY05ZjJ-TJd9DRpW9KD5m9p0hCQDPzhvM/template/preview
[5] https://shakeuplearning.com/blog/empower-students-4-cs-learning-menu/
[3] https://shakeuplearning.com/blog/40-facebook-groups-for-educators/
[3] https://theeducatorsroom.com/40-tips-new-teachers-veteran-teachers-uncensored/

Top URLs in Tweet in G7:
[15] https://bookcreator.com/2017/07/created-interactive-choose-adventure-book/?utm_content=buffer676d3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://read.bookcreator.com/library/-LCESe5qTaw-qLZCBqm3/book/BLYyvehmTnunA91hurtYzg?utm_content=buffer8f0b8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://bookcreator.com/2013/10/4-compelling-ideas-using-book-creator-classroom/?utm_content=buffer3f8d8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://bookcreator.com/2013/10/creating-book-poetry-book-creator/?utm_content=bufferf3576&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.youtube.com/watch?v=uqeNRDoziX4&list=PLwflOcLg7wbmgEBGl_CU-VDwcQ3w7_IKx&index=18&utm_content=buffereb6eb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[3] https://bookcreator.com/2014/08/wont-believe-book-written-9-year-old/?utm_content=bufferdeea1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.youtube.com/watch?v=a7LyTbD38XY&utm_content=buffer60593&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[3] https://bookcreator.com/2019/06/making-a-book-in-book-creator-behind-the-scenes/?utm_content=buffere2747&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://bookcreator.com/2015/12/how-to-get-students-plan-book-creator-lesson/?utm_content=bufferbb256&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://bookcreator.com/2014/12/book-creator-samr-model/?utm_content=bufferb655f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[8] https://www.aei.org/multimedia/could-the-p-tech-schools-model-close-the-skills-gap-with-grace-suh/
[8] https://www.teckedin.com/
[7] https://www.linkedin.com/pulse/how-edtech-can-gain-market-share-teacher-tomorrow-dan-galante-cmo
[4] http://www.kipr.org/
[3] http://www.linkedin.com/in/dangalante
[3] https://www.htlo.co.uk/course/apache-cloudstack-tutorial/
[3] https://itsmrsking.wordpress.com/2019/08/10/lax18-google-certified-innovator-program/
[3] https://www.wired.com/story/teen-hacker-school-software-blackboard-follett/?mbid=social_twitter_onsiteshare
[2] https://www.utoronto.ca/news/preventative-health-your-fingertips-u-t-researchers-accurately-measure-blood-pressure-using
[2] https://interestingengineering.com/a-new-type-of-ai-has-been-created-inspired-by-the-human-brain

Top URLs in Tweet in G9:
[21] https://resources.mrpiercey.com/classroom/tutorials
[5] https://mymodernmet.com/singapore-abolishes-exams/?fbclid=IwAR02qbyGzV-qsNUq1OfW1W_PQ7N-vYEajE4j6eSjGdF6Do1r7uhCSg_AQ58
[5] http://ditchthattextbook.com/2018/04/17/what-students-say-about-creating-podcasts-on-wevideo-and-flipgrid/
[5] https://www.todaysparent.com/kids/cell-phone-addiction-4-ways-to-talk-to-your-kids/
[4] http://ditchthattextbook.com/2016/09/15/a-foolproof-solution-to-tech-breakdowns-in-class/
[3] https://hechingerreport.org/how-to-build-an-engineer-start-young/
[3] https://www.commonsense.org/education/top-picks/10-best-math-tools-for-high-school-students
[3] https://techiemusings.com/2019/08/09/the-perfect-pairing-wacom-x-peardeck-making-student-thinking-visible-in-real-time-edtech-techwithheart-wacomexp_cntr-mathchat-mtbos/
[3] https://twitter.com/classtimecom/status/1160023192821489664
[2] http://feedproxy.google.com/~r/educatorstechnology/pDkK/~3/qfVchxfEmVw/writing-tools-for-students-and-teachers.html

Top URLs in Tweet in G10:
[2] http://mrkempnz.com/
[2] https://docs.google.com/drawings/d/1ZbgX73KIQosiighETlk1rXMAFE__4h4jhGn26GubMyE/preview
[2] https://shakeuplearning.com/blog/back-to-school-with-g-suite-6-activities-for-the-classroom/
[2] https://twitter.com/flipgrid/status/1160192848643465216
[1] https://www.amazon.com/gp/product/1948212137/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1948212137&linkCode=as2&tag=hackingschool-20&linkId=f5a33f1d3985d02c1ba8e8cdbdf1fcd9
[1] https://docs.google.com/drawings/d/1P3d1DO8OBuAxRSFOhay4K5cPcnYjrtf7LKtdX1HgAi4/edit?usp=drivesdk
[1] https://www.teq.com/news/collect-data-without-wasting-paper/?utm_content=98037855&utm_medium=social&utm_source=twitter&hss_channel=tw-21775117
[1] https://bit.ly/2GT7P6S
[1] https://www.calm.com/schools
[1] https://twitter.com/IgniteEdTech

Top Domains
Top Domains in Tweet in Entire Graph:
[220] google.com
[192] twitter.com
[147] shakeuplearning.com
[112] edsurge.com
[111] co.uk
[89] controlaltachieve.com
[87] youtube.com
[60] bookcreator.com
[50] thepaperlesstrail.com
[48] tes.com

Top Domains in Tweet in G1:
[76] edsurge.com
[42] twitter.com
[39] iammarketingmedia.com
[22] blogspot.com
[18] historyview.org
[15] youtube.com
[14] freetech4teachers.com
[13] edtechreview.in
[12] mattharrisedd.com
[12] com.au

Top Domains in Tweet in G2:
[35] twitter.com
[17] apple.com
[14] uis.edu
[11] co.uk
[10] blogspot.com
[9] youtube.com
[8] linkedin.com
[8] twinybots.ch
[8] tcea.org
[8] edtech-media.com

Top Domains in Tweet in G3:
[9] shakeuplearning.com
[7] po.st
[5] microsoft.com
[4] twitter.com
[3] google.com
[2] controlaltachieve.com
[2] nytimes.com
[2] tcea.org
[1] office.com
[1] apple.com

Top Domains in Tweet in G4:
[140] google.com
[2] twitter.com
[1] catcat.com
[1] scoop.it
[1] engageducate.com
[1] edupr.io
[1] youtube.com
[1] ferpasherpa.org
[1] instagram.com
[1] sxsw.com

Top Domains in Tweet in G5:
[45] tes.com
[16] k12prospects.com
[14] radian6.com
[12] globalmetacognition.com
[8] twitter.com
[7] facebook.com
[5] makeuseof.com
[3] kqed.org
[3] friedtechnology.com
[2] medium.com

Top Domains in Tweet in G6:
[104] shakeuplearning.com
[11] ditchthattextbook.com
[6] google.com
[4] amazon.com
[4] hapara.com
[3] theeducatorsroom.com
[2] youtube.com
[2] eduspire.org
[2] nuzzel.com
[1] speakpipe.com

Top Domains in Tweet in G7:
[54] bookcreator.com
[13] classtechtips.com
[8] youtube.com
[5] shakeuplearning.com
[4] twitter.com
[4] nytimes.com
[3] forbes.com
[3] edsurge.com
[2] iteachwithipads.net
[2] agefi.com

Top Domains in Tweet in G8:
[19] co.uk
[14] linkedin.com
[8] aei.org
[8] teckedin.com
[4] kipr.org
[4] bit.ly
[4] mcafee.com
[3] braingroom.com
[3] wordpress.com
[3] wired.com

Top Domains in Tweet in G9:
[23] mrpiercey.com
[16] scoop.it
[15] google.com
[15] ditchthattextbook.com
[12] twitter.com
[5] mymodernmet.com
[5] todaysparent.com
[5] t.co
[4] shakeuplearning.com
[4] commonsense.org

Top Domains in Tweet in G10:
[7] twitter.com
[4] google.com
[4] shakeuplearning.com
[2] mrkempnz.com
[1] amazon.com
[1] teq.com
[1] bit.ly
[1] calm.com
[1] force.com
[1] retrievalpractice.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3213] edtech
[577] education
[568] edchat
[201] learning
[168] teachers
[159] googlesheets
[148] elearning
[140] microsoftedu
[136] k12
[118] stem



Top Hashtags in Tweet in G1:
[807] edtech
[300] education
[138] edchat
[111] learning
[83] learn4life
[75] elearning
[50] highered
[49] ideas
[48] vr
[46] teaching

Top Hashtags in Tweet in G2:
[352] edtech
[73] education
[69] edchat
[34] tech
[26] teachers
[22] math
[21] elearning
[19] iphone
[19] mathchat
[18] learning

Top Hashtags in Tweet in G3:
[91] microsoftedu
[71] edtech
[54] onenote
[24] mieexpert
[13] onederful
[8] edchat
[3] backtoschool
[3] sphero
[3] stem
[3] mieexperts

Top Hashtags in Tweet in G4:
[137] googlesheets
[19] edtech
[6] flipgrid
[6] googledrawings
[3] gsuiteedu
[3] googleslides
[3] sxswedu
[3] panelpicker
[2] edtechchat
[2] edchat

Top Hashtags in Tweet in G5:
[236] edtech
[77] ukedchat
[73] teachers
[66] edchat
[62] sltchat
[47] p4c
[45] re
[45] rs
[44] edu
[41] philosophy

Top Hashtags in Tweet in G6:
[132] edtech
[32] edchat
[23] gsuiteedu
[19] backtoschool
[15] interactiveclass
[15] teachingtech
[11] ditchbook
[8] googleslides
[7] k12
[7] shakeuplearning

Top Hashtags in Tweet in G7:
[150] edtech
[24] literacy
[24] education
[13] children
[11] kids
[11] prek
[11] stem
[11] mom
[11] dad
[11] wellness

Top Hashtags in Tweet in G8:
[105] edtech
[36] machinelearning
[31] technology
[27] cybersecurity
[27] malware
[26] learning
[24] stem
[22] tech
[22] dataset
[19] education

Top Hashtags in Tweet in G9:
[141] edtech
[40] education
[39] edutech
[36] teacher
[34] teachers
[33] edchat
[30] podcast
[30] podcasts
[29] students
[29] classroom

Top Hashtags in Tweet in G10:
[27] edtech
[7] flipgridfever
[5] backtoschool
[3] hackingschooldiscipline
[3] wearecue
[3] bragtags
[3] classroom
[2] satchat
[2] edtechchat
[2] gamification

Top Words
Top Words in Tweet in Entire Graph:
[3868] Words in Sentiment List#1: Positive
[839] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[110096] Non-categorized Words
[114805] Total Words
[3214] #edtech
[577] #education
[568] #edchat
[485] out
[469] learning

Top Words in Tweet in G1:
[805] #edtech
[300] #education
[138] #edchat
[117] out
[114] education
[111] #learning
[106] learning
[83] #learn4life
[81] tweet
[80] learn

Top Words in Tweet in G2:
[352] #edtech
[73] #education
[69] #edchat
[46] learning
[42] students
[42] edtech
[36] school
[34] #tech
[27] classroom
[26] #teachers

Top Words in Tweet in G3:
[97] mtholfsen
[91] #microsoftedu
[71] #edtech
[66] students
[62] microsoftedu
[56] back
[55] new
[54] #onenote
[41] school
[40] support

Top Words in Tweet in G4:
[142] joliboucher
[140] here
[139] anyone
[139] each
[138] one
[137] need
[137] digital
[137] planbook
[137] created
[137] #googlesheets

Top Words in Tweet in G5:
[236] #edtech
[77] #ukedchat
[73] #teachers
[66] #edchat
[62] #sltchat
[50] download
[48] tools
[47] #p4c
[45] commonsenseed
[45] #re

Top Words in Tweet in G6:
[138] shakeuplearning
[132] #edtech
[118] google
[85] classroom
[49] apps
[48] teachers
[42] 4
[41] student
[35] tech
[32] #edchat

Top Words in Tweet in G7:
[150] #edtech
[67] book
[48] bookcreatorapp
[41] creator
[29] created
[27] classtechtips
[24] #literacy
[24] #education
[24] les
[23] new

Top Words in Tweet in G8:
[105] #edtech
[36] #machinelearning
[31] #technology
[30] learning
[27] #cybersecurity
[27] #malware
[26] #learning
[24] #stem
[23] cyberpoint_intl
[22] tech

Top Words in Tweet in G9:
[141] #edtech
[40] #education
[39] #edutech
[37] google
[36] #teacher
[34] #teachers
[34] mrpiercey
[33] classroom
[33] #edchat
[32] teachers

Top Words in Tweet in G10:
[30] flipgrid
[27] #edtech
[16] classroom
[13] help
[12] using
[12] google
[12] new
[10] app
[9] know
[9] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[247] check,out
[223] #edtech,#edchat
[173] #edtech,#education
[161] #edchat,#edtech
[158] anyone,need
[158] need,digital
[158] digital,planbook
[158] planbook,here
[158] here,one
[158] one,created

Top Word Pairs in Tweet in G1:
[115] #edtech,#education
[79] #education,#learning
[70] check,out
[68] iam,platform
[68] platform,curated
[68] curated,tweet
[48] #edtech,edsurge
[42] #edchat,#edtech
[40] #education,#edtech
[36] #topinfluence,#edtech

Top Word Pairs in Tweet in G2:
[38] #edtech,#edchat
[17] #math,#techtalk
[17] #techtalk,#iphone
[17] #algebra,#edtech
[16] #edtech,#education
[15] #mathchat,#teachers
[15] #teachers,#tech
[13] #edtech,#edtechchat
[12] #teaching,#edtech
[12] #education,#edtech

Top Word Pairs in Tweet in G3:
[37] back,school
[31] #microsoftedu,gives
[31] gives,students
[31] students,educators
[31] educators,tools
[31] tools,automatic
[31] automatic,text
[31] text,translations
[31] translations,make
[31] make,easy

Top Word Pairs in Tweet in G4:
[137] anyone,need
[137] need,digital
[137] digital,planbook
[137] planbook,here
[137] here,one
[137] one,created
[137] created,#googlesheets
[137] #googlesheets,duplicate
[137] duplicate,each
[136] joliboucher,anyone

Top Word Pairs in Tweet in G5:
[45] #re,#rs
[40] download,ultimate
[30] check,out
[30] #edchat,#edtech
[28] #ukedchat,#sltchat
[26] #edtech,tools
[24] student,reflection
[23] #edtech,#edu
[23] religious,studies
[22] #sltchat,#edtech

Top Word Pairs in Tweet in G6:
[44] google,classroom
[32] teachers,#edtech
[30] #edtech,#edchat
[30] 4,google
[30] classroom,skills
[30] skills,teachers
[29] shakeuplearning,4
[23] classroom,#edtech
[22] 160,chrome
[22] chrome,apps

Top Word Pairs in Tweet in G7:
[41] book,creator
[17] campbellmira,#edtech
[16] check,out
[15] created,interactive
[15] interactive,choose
[15] choose,adventure
[15] adventure,book
[15] book,campbellmira
[14] ways,use
[14] bookcreatorapp,created

Top Word Pairs in Tweet in G8:
[20] take,look
[20] look,learning
[20] learning,dark
[20] dark,applying
[20] applying,unsupervised
[20] unsupervised,#learning
[20] #learning,#malware
[20] #malware,#dataset
[20] #dataset,#machinelearning
[18] cyberpoint_intl,take

Top Word Pairs in Tweet in G9:
[38] #education,#edtech
[38] #edtech,#edutech
[36] #edutech,#teacher
[32] #teacher,#teachers
[30] #podcast,#podcasts
[30] #edchat,#edtech
[29] #teachers,#students
[29] #podcastlove,#podcast
[29] #podcasts,#podcasting
[29] #podcaster,#podcasters

Top Word Pairs in Tweet in G10:
[5] hola,bilingualtechet
[5] bilingualtechet,bilingualpride
[5] bilingualpride,ta4be
[5] ta4be,rgv_tabe
[5] rgv_tabe,gteachertribe
[5] gteachertribe,flipgrid
[5] flipgrid,help
[5] help,student's
[5] student's,beautiful
[5] beautiful,voices

Top Replied-To
Top Replied-To in Entire Graph:
@mr_edtech_educ
@juandoming
@guisegotteched
@ngusky
@cheatonphd
@txtechchick
@porterkarin
@codeorg
@rspoutra
@iacue

Top Replied-To in G1:
@adolesuccess
@frmseagles
@levi_allison42
@cognitiveverb
@kristymatthew
@buckingham_j
@ocpscotty
@andrewwarnerkms
@commaficionado
@yorickgarcia

Top Replied-To in G3:
@kgordon181
@microsoftteams
@innovativeedu
@e_verno
@kristenbrooks77
@mrshcox
@mtholfsen

Top Replied-To in G4:
@teacher2teacher
@rdene915

Top Replied-To in G5:
@rspoutra
@jenapgar
@chrisjcluff

Top Replied-To in G7:
@missionsonum

Top Replied-To in G8:
@whatsapp
@kmartintahoe

Top Replied-To in G9:
@thomascmurray

Top Replied-To in G10:
@txtechchick
@_mskelly_
@shellcb1
@mlouvier_edtech
@mhammer_18
@sethfewell
@edtech_ashley
@deannadp3
@epiphanyinbmore
@unicornteach

Top Mentioned
Top Mentioned in Entire Graph:
@shakeuplearning
@joliboucher
@mtholfsen
@edsurge
@ericcurts
@microsoftedu
@commonsenseed
@bookcreatorapp
@ilearn2primary
@rdene915

Top Mentioned in G1:
@edsurge
@iam__network
@rdene915
@odem_io
@drescotet
@eraser
@ocpalloneword2
@etr_in
@airhead_edu
@shakeuplearning

Top Mentioned in G2:
@makersempire
@arakicrafts
@smkn1pnyk
@mathattax
@edtechfam
@kenikenitoys
@ideaillinois
@edwaves
@prepclassng

Top Mentioned in G3:
@mtholfsen
@microsoftedu
@sphero
@shakeuplearning
@writingcoop
@microsoftteams
@onenoteedu
@apsinstructtech
@apsupdate
@playcraftlearn

Top Mentioned in G4:
@joliboucher
@engageducate
@ferpasherpa
@sdpconsortium
@shellterrell
@teacher2teacher
@ssmithcambridge
@mindshiftkqed
@dannywag80
@commonsenseed

Top Mentioned in G5:
@commonsenseed
@mindshiftkqed
@dannywag80
@doinktweets
@lisamireles
@gccisd_edtech
@pblworks
@s
@rdene915
@pearson

Top Mentioned in G6:
@shakeuplearning
@themerrillsedu
@joliboucher
@specia
@kristawelz
@nancyeblackedu
@eduspirepd
@jsmummert
@ipplinfo
@lawrenceellen

Top Mentioned in G7:
@bookcreatorapp
@classtechtips
@campbellmira
@mdrechsler
@scratch
@zoebentley_
@ccchristan
@knockoutpress
@filmora_editor
@googlenews

Top Mentioned in G8:
@cyberpoint_intl
@chrisdaviscng
@tapandhire
@ncsc
@gchq
@elearning_feed
@leilanie95
@askdangalante
@suescheff
@buvari_mark

Top Mentioned in G9:
@mrpiercey
@edutechguys
@jmattmiller
@paulenderle
@jlubinsky
@e_sheninger
@shakeuplearning
@rmbyrne
@googleearth
@peardeck

Top Mentioned in G10:
@flipgrid
@getkahoot
@bilingualtechet
@gteachertribe
@mrkempnz
@bilingualpride
@ta4be
@rgv_tabe
@kerszi
@edtech_ashley

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jamesroy
@tokoroten510
@cybertoolsbooks
@gamergeeknews
@sosorasora3
@thehill
@eraser
@businessinsider
@sallyrmelb

Top Tweeters in G1:
@eraser
@businessinsider
@guardian
@business
@iam__network
@marshacollier
@santchiweb
@beenewsdaily
@nicochan33
@digitalmaverick

Top Tweeters in G2:
@cybertoolsbooks
@economictimes
@ukedchat
@anacristinaprts
@techtia
@joonoopenstory
@ricktoney01
@ralexjimenez
@simplek12
@mguhlin

Top Tweeters in G3:
@davidlucero
@angelssoriano74
@office365
@gannotti
@soniacuff
@apsupdate
@townesy77
@hdinthesky
@pipcleaves
@microsoftedu

Top Tweeters in G4:
@shellterrell
@teacher2teacher
@mccoyderek
@rlfreedm
@masscue
@jakemillertech
@mgrosstaylor
@friedtechnology
@muzaklisa
@pauloneill1972

Top Tweeters in G5:
@thehill
@bar_zie
@andrewmorrisuk
@newsneus
@softwaregeek
@doinktweets
@teachermarija
@acampbell99
@edchateu
@stem_nastics

Top Tweeters in G6:
@shakeuplearning
@technojeder
@karlymoura
@lauragilchrist4
@swiz
@onlinecourse247
@kevindeforge
@tommyspall
@kytoy15
@hapara_team

Top Tweeters in G7:
@skype
@josjosmar59
@wagjuer
@teachertoolkit
@mianseh
@erobbprincipal
@mdrechsler
@hubert_edu
@theipodteacher
@edumorfosis

Top Tweeters in G8:
@sectest9
@gamergeeknews
@aaroncuddeback
@dupouvoirdachat
@usatoday
@people
@js_bot_code
@vishne0
@_reactdev
@newsycombinator

Top Tweeters in G9:
@safetymentalst
@wmchamberlain
@amandacdykes
@thomascmurray
@rpq48
@stumpteacher
@e_sheninger
@liztbec
@garym
@rmbyrne

Top Tweeters in G10:
@flipgrid
@mrkempnz
@lieberrian
@tina_p
@kerszi
@getkahoot
@facinghistory
@jillbromen
@claudiozavalajr
@schoology


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