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edtech_2017-08-12_21-32-08.xlsx
edtech_2017-08-12_21-32-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2017
Short Description:
edtech via NodeXL http://bit.ly/2fAVzNL
@tekieboard
@scalarhumanity
@coachingcool
@edutopia
@alex_corbitt
@dailyedtechnews
@missgenrique

Description:
Description
The graph represents a network of 2,433 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 Sunday, 13 August 2017 at 04:44 UTC.

The requested start date was Sunday, 13 August 2017 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 12-day, 0-hour, 31-minute period from Sunday, 30 July 2017 at 10:22 UTC to Friday, 11 August 2017 at 10:54 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 : 2433
Unique Edges : 3572
Edges With Duplicates : 1281
Total Edges : 4853
Self-Loops : 1221
Reciprocated Vertex Pair Ratio : 0.0132063882063882
Reciprocated Edge Ratio : 0.0260685056077599
Connected Components : 410
Single-Vertex Connected Components : 196
Maximum Vertices in a Connected Component : 1594
Maximum Edges in a Connected Component : 3913
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.308456
Graph Density : 0.000557540777035066
Modularity : 0.616872
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://www.economist.com/news/leaders/21725313-how-science-learning-can-get-best-out-edtech-together-technology-and-teachers-can
[23] http://ow.ly/wBqY30e5Tau
[20] https://www.technative.io/uk-universities-are-using-big-data-machine-learning-to-reduce-student-drop-out-rates/
[18] https://www.theguardian.com/small-business-network/2017/aug/01/schools-slowly-edtech-sector-cubetto-kahoot-firefly?CMP=share_btn_tw
[15] http://mobile.edweek.org/c.jsp?cid=25920011&item=http%3A%2F%2Fapi.edweek.org%2Fv1%2Fblog%2F76%2F%3Fuuid%3D73209&utm_source=feedblitz&utm_medium=FeedBlitzRss&utm_campaign=rickhessstraightup
[13] http://trib.al/93eTosf
[12] http://r.socialstudio.radian6.com/666f467f-11e4-4c33-8033-eecc2289060e
[11] http://tech.economictimes.indiatimes.com/news/startups/edtech-platform-leverage-secures-undisclosed-amount-in-seed-funding/59874284
[11] https://www.theguardian.com/small-business-network/2017/aug/01/schools-slowly-edtech-sector-cubetto-kahoot-firefly
[10] http://a9fa1ehbtfs8tlcbp80goigo6p.hop.clickbank.net/

Top URLs in Tweet in G1:
[6] https://www.slideshare.net/EduAirProject/eduairbox
[5] http://www.teachergaming.com/games/arctopia
[5] http://r.socialstudio.radian6.com/666f467f-11e4-4c33-8033-eecc2289060e
[5] https://mybigplunge.com/mybigplunge/open-mic/digital-learning-trends-ed-tech-sector/
[4] https://twitter.com/edtechmac/status/892971560859951104
[4] https://www.theglobeandmail.com/opinion/coding-is-the-new-cursive-writing-and-we-have-to-embrace-it/article35776671/
[4] https://www.maddyness.com/?p=63325
[4] https://www.eventbrite.com/e/pitch2cba-screening-for-edtech-startups-tickets-35967815705?ref=estw
[4] http://www.kortext.com/blog/six-misconceptions-about-peer-learning/
[4] http://www.usine-digitale.fr/article/comment-l-intelligence-artificielle-va-bouleverser-l-edtech.N550848

Top URLs in Tweet in G2:
[6] https://itunes.apple.com/gb/app-bundle/trumpet-tonguing-exercises/id1095107098?mt=8
[5] https://www.theguardian.com/small-business-network/2017/aug/01/schools-slowly-edtech-sector-cubetto-kahoot-firefly?CMP=share_btn_tw
[4] http://www.edtech.how
[3] http://blog.commlabindia.com/elearning-design/why-digital-learning-for-healthcare-training-infographic
[3] http://www.coolcatteacher.com/e119/?utm_source=dlvr.it&utm_medium=twitter
[3] http://po.st/scms/OrMCe04Lcp0lOFmbAka8Um733zBi6iadZDgEuhgCY50lOA/L5Ux8O
[3] http://www.facebook.com/edtechanthony
[2] https://www.edsurge.com/news/2017-07-26-edtech-s-hidden-shortage-women-directors
[2] https://amp.theguardian.com/small-business-network/2017/aug/01/schools-slowly-edtech-sector-cubetto-kahoot-firefly
[2] https://www.theguardian.com/small-business-network/2017/aug/01/schools-slowly-edtech-sector-cubetto-kahoot-firefly

Top URLs in Tweet in G3:
[7] http://www.teachthought.com/pedagogy/10-strategies-help-students-use-social-media-critical-thinking/
[7] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cThLe8BmD5c2OAp7/vRPwdT
[5] https://www.youtube.com/watch?v=mAjgp0JvDac
[4] http://msft.social/DEfhbx
[4] http://paper.li/TechNinjaTodd/1357527099?edition_id=0a5600b0-7cb6-11e7-ac42-0cc47a0d1605
[4] https://www.economist.com/news/leaders/21725313-how-science-learning-can-get-best-out-edtech-together-technology-and-teachers-can
[4] https://www.joomlalms.com/learning-management-system/elearning-podcasts.html?platform=hootsuite
[3] http://www.teachthought.com/critical-thinking/10-team-building-games-that-promote-critical-thinking/
[3] https://www.facebook.com/OneNote/photos/a.10150135581860148.333360.109445870147/10155567236785148/?type=3
[3] http://msft.social/7QtDbt

Top URLs in Tweet in G4:
[7] https://www.joomlalms.com/elearning/how-does-rapid-elearning-work.html?platform=hootsuite
[6] https://www.joomlalms.com/learning-management-system/elearning-podcasts.html?platform=hootsuite
[5] http://r.socialstudio.radian6.com/666f467f-11e4-4c33-8033-eecc2289060e
[5] https://ukedchat.com/2017/07/12/july-2017-ukedchat-magazine/7
[4] http://www.theedadvocate.org/16-apps-support-creative-process/
[4] https://goo.gl/WX4Acg
[4] https://medium.com/m/global-identity?redirectUrl=https://blog.weevur.io/a-juggle-or-struggle-652d4d6327e5
[4] http://www.dreambox.com/blog/5-practical-tips-for-bringing-tech-into-the-classroom%e2%80%a8
[4] http://krissyvenosdale.com/the-tides-of-online-learning-have-turned-whats-next/
[4] https://www.superprofesseur.fr/

Top URLs in Tweet in G5:
[5] http://www.ascd.org/Publications/Books/Overview/The-Differentiated-Classroom-Responding-to-the-Needs-of-All-Learners-2nd-Edition.aspx
[4] https://www.ilearnmath.com/1617/ILPlayer.html?demo=2202151511&loginType=5X543
[3] http://www.i-heart-edu.com/hyperdoc-lessons-for-when-youre-out-of-the-classroom/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://www.linkedin.com/slink?code=eB_b3TJ
[2] https://www.youtube.com/watch?v=XGhxNsIXQLo&feature=youtu.be&utm_content=buffer01d32&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://lifelearningpassion.com/2017/07/30/10-takeaways-from-my-first-edtech-summit/
[2] https://twitter.com/pipcleaves/status/895516799675940864
[2] https://www.edtechupdate.com/go/r/0/a/6928822/e/268940?utm_source=dlvr.it&utm_medium=twitter
[2] https://usergeneratededucation.wordpress.com/2017/08/09/beginning-the-school-year-its-about-the-learners-not-the-content/
[2] https://georgecouros.ca/blog/archives/6131?utm_content=buffer86716&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[6] https://arludo.com/blog/edtechs-war-on-teachers
[5] https://innovativetechnology.jiscinvolve.org/wp/2017/07/31/unboxing-the-mycroft-ai-open-source-digital-assistant/
[4] http://www.prnewswire.com/news-releases/cengage-wins-two-codie-awards-for-innovative-edtech-solutions-300495840.html
[4] http://www.mylearningltd.com
[4] http://www.techedupteacher.com/how-to-turn-a-minecraft-map-into-a-google-map/
[4] https://www.theguardian.com/small-business-network/2017/aug/01/schools-slowly-edtech-sector-cubetto-kahoot-firefly
[4] https://venturebeat.com/2017/08/01/google-classroom-passes-1-billion-submitted-assignments-and-gets-10-new-features/
[4] http://www.irishtimes.com/business/technology/wordsworth-learning-helping-kids-with-and-without-dyslexia-1.3170076#.WYLlQSKPreU.twitter
[3] https://www.jtrs.co.uk/page/programmingprojectdays
[3] http://www.bbc.co.uk/news/entertainment-arts-40802940

Top URLs in Tweet in G7:
[8] http://trib.al/93eTosf
[8] https://www.facebook.com/groups/bookcreator/
[3] http://feedproxy.google.com/~r/educatorstechnology/pDkK/~3/U8hjeMb2coc/12-good-word-cloud-generators-for.html?utm_content=buffer075b6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.edutopia.org/blog/differentiated-instruction-social-media-tools-john-mccarthy?utm_content=bufferae557&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.educatorstechnology.com/2017/08/20-excellent-ipad-apps-to-try-in-your.html?utm_content=buffer21f56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.educatorstechnology.com/2017/07/blooms-digital-taxonomy-for-ipad.html?utm_content=bufferad939&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.weareteachers.com/educational-netflix-shows/?utm_content=1499710102&utm_medium=social&utm_source=twitter
[2] http://snip.ly/bpn0v
[2] https://georgecouros.ca/blog/archives/6783?utm_content=buffer22482&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://feedproxy.google.com/~r/educatorstechnology/pDkK/~3/hfG5YmvzlOA/10-practical-strategies-to-integrate.html?utm_content=buffer26c13&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[22] http://ow.ly/wBqY30e5Tau
[8] http://ow.ly/QKnc30e7IxL
[6] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/QhJuhc
[4] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/fxdj7f
[4] http://ow.ly/BKZM30e77E0
[4] http://www.gettingsmart.com/2017/07/7-reasons-and-resources-for-edtech-gamification-in-education/?utm_content=buffer916c4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://ow.ly/ZE2b30eiuMi
[3] http://mattharrisedd.com/2016/10/29/digital-citizenship-in-all-subjects-earcos-2016/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] http://www.ascd.org/ascd-express/vol12/1222-sheninger.aspx
[3] https://www.eschoolnews.com/2017/07/24/teachers-supersize-hattie-effects/?ps=parulsinghmannu@gmail.com-001a000001eFfPf-003a000002FwJ0B

Top URLs in Tweet in G9:
[5] https://www.edsurge.com/news/2017-08-01-will-publish-or-perish-become-clicks-or-canned-the-rise-of-academic-social-networks
[4] https://www.edsurge.com/news/2017-02-12-the-pros-and-cons-of-different-business-models-in-edtech?utm_content=bufferab47a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] http://ow.ly/Taa430dXshw?utm_source=GaggleAMP-ALE%20company&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Education%20IT&utm_content=boosting-education-with-digital-technology-httpgagglxnlm2k-1044739
[3] https://www.weforum.org/agenda/2016/09/8-digital-life-skills-all-children-need-and-a-plan-for-teaching-them?utm_medium=social&utm_campaign=postplanner&utm_source=twitter.com
[3] https://edtechmagazine.com/higher/article/2017/07/campus-technology-2017-future-robots-might-surprise-you
[2] http://e-learning-teleformacion.blogspot.com/2017/08/vol-12-no-08-2017-ijet-international.html
[2] http://e-learning-teleformacion.blogspot.com.es/2017/03/10-tendencias-en-educacion-estudio.html
[2] http://e-learning-teleformacion.blogspot.com.es/2017/02/iotinternational-iotconference-building.html
[2] http://e-learning-teleformacion.blogspot.com.es/2017/03/the-future-of-learning-technology-in-uk.html
[2] https://www.edsurge.com/news/2017-07-25-what-if-moocs-revolutionize-education-after-all

Top URLs in Tweet in G10:
[5] https://www.entrepreneur.com/article/284554
[5] http://www.edupr.io/1b3Xsi8
[3] http://www.reuters.com/article/us-tesla-solarcity-idUSKCN12T01T?feedType=RSS&feedName=technologyNews
[2] https://twitter.com/eduporium/status/890622130890592256
[1] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/vLDAdH
[1] https://www.technative.io/uk-universities-are-using-big-data-machine-learning-to-reduce-student-drop-out-rates/
[1] https://medium.com/m/global-identity?redirectUrl=https://blog.weevur.io/what-does-byod-mean-how-is-it-beneficial-1bd115ae199a
[1] https://twitter.com/i/web/status/894143514455318528
[1] https://twitter.com/i/web/status/892680432319426560
[1] http://thekindleader.com/2017/01/04/how-powerful-are-images-2/

Top Domains
Top Domains in Tweet in Entire Graph:
[562] twitter.com
[129] paper.li
[96] edsurge.com
[79] theedadvocate.org
[66] media4mathplus.com
[63] po.st
[58] co.uk
[56] ow.ly
[53] facebook.com
[51] msft.social

Top Domains in Tweet in G1:
[78] twitter.com
[19] media4mathplus.com
[12] co.uk
[10] youtube.com
[8] google.com
[8] radian6.com
[8] forbes.com
[7] insidehighered.com
[7] microsoft.com
[6] editoreye.com

Top Domains in Tweet in G2:
[50] twitter.com
[38] paper.li
[10] theguardian.com
[9] co.uk
[8] coolcatteacher.com
[7] apple.com
[6] linkedin.com
[5] fb.me
[5] edtech.how
[4] edsurge.com

Top Domains in Tweet in G3:
[66] twitter.com
[44] msft.social
[32] facebook.com
[19] po.st
[16] teachthought.com
[11] paper.li
[11] scoop.it
[10] microsoft.com
[9] thepaperlesstrail.com
[7] youtube.com

Top Domains in Tweet in G4:
[82] twitter.com
[51] theedadvocate.org
[41] media4mathplus.com
[27] medium.com
[22] thetechedvocate.org
[19] joomlalms.com
[15] paper.li
[12] simpliteach.com
[10] coolcatteacher.com
[8] elearningindustry.com

Top Domains in Tweet in G5:
[41] twitter.com
[5] ascd.org
[4] ilearnmath.com
[4] linkedin.com
[3] youtube.com
[3] i-heart-edu.com
[3] media4mathplus.com
[2] lifelearningpassion.com
[2] medium.com
[2] edtechupdate.com

Top Domains in Tweet in G6:
[28] twitter.com
[11] co.uk
[9] paper.li
[6] techedupteacher.com
[6] arludo.com
[5] jiscinvolve.org
[4] prnewswire.com
[4] mylearningltd.com
[4] theguardian.com
[4] edsurge.com

Top Domains in Tweet in G7:
[12] trib.al
[10] educatorstechnology.com
[8] twitter.com
[8] edutopia.org
[8] facebook.com
[7] paper.li
[5] google.com
[5] weareteachers.com
[2] snip.ly
[2] georgecouros.ca

Top Domains in Tweet in G8:
[41] ow.ly
[23] po.st
[12] mattharrisedd.com
[11] twitter.com
[5] gettingsmart.com
[5] coolcatteacher.com
[5] eschoolnews.com
[4] thejournal.com
[3] ascd.org
[3] edtechupdate.com

Top Domains in Tweet in G9:
[24] edsurge.com
[16] twitter.com
[16] edtechmagazine.com
[13] com.es
[5] blogspot.com
[5] paper.li
[4] po.st
[4] ow.ly
[3] weforum.org
[2] ascd.org

Top Domains in Tweet in G10:
[6] edupr.io
[5] twitter.com
[5] entrepreneur.com
[3] reuters.com
[1] po.st
[1] technative.io
[1] medium.com
[1] thekindleader.com
[1] theedadvocate.org
[1] snip.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2825] edtech
[692] edchat
[386] education
[312] elearning
[137] microsoftedu
[129] technology
[122] k12
[106] vr
[101] learning
[100] virtualreality



Top Hashtags in Tweet in G1:
[327] edtech
[42] edchat
[29] education
[23] ai
[21] learning
[17] highered
[14] elearning
[11] stem
[10] musiced
[10] k12

Top Hashtags in Tweet in G2:
[176] edtech
[32] edchat
[22] elearning
[17] education
[12] musiced
[9] learning
[6] mlearning
[6] trumpet
[6] jazz
[6] musiceducation

Top Hashtags in Tweet in G3:
[350] edtech
[115] microsoftedu
[62] edchat
[59] onenote
[40] mieexpert
[35] elearning
[26] education
[14] k12
[13] microsoftteams
[10] virtualreality

Top Hashtags in Tweet in G4:
[466] edtech
[127] edchat
[82] education
[54] elearning
[53] learning
[41] k12
[36] teachers
[35] marketing
[31] teaching
[30] growthhacking

Top Hashtags in Tweet in G5:
[140] edtech
[108] education
[102] edchat
[94] elearning
[56] engchat
[35] mathchat
[25] satchat
[22] ukedchat
[19] adechat
[11] computationalthinking

Top Hashtags in Tweet in G6:
[139] edtech
[37] edchat
[16] education
[7] stem
[7] iste2017
[6] gbl
[6] scicomm
[5] opensource
[5] jiscfutures
[5] makered

Top Hashtags in Tweet in G7:
[97] edtech
[53] edchat
[9] ipaded
[6] education
[2] edutech
[2] technology
[2] creativity
[2] blooms
[2] dyslexia
[2] onenote

Top Hashtags in Tweet in G8:
[111] edtech
[65] edchat
[25] engagement
[21] k12
[19] elearning
[9] globaled
[8] edapps
[8] techtools
[4] education
[3] engchat

Top Hashtags in Tweet in G9:
[77] edtech
[26] highered
[18] elearning
[11] edchat
[10] education
[8] mlearning
[7] ai
[6] iot
[5] edu
[5] academic

Top Hashtags in Tweet in G10:
[90] edtech
[75] technology
[71] virtualreality
[70] vr
[70] mixedreality
[70] mr
[69] cool
[69] gif
[11] bigdata
[10] teachers

Top Words
Top Words in Tweet in Entire Graph:
[1800] Words in Sentiment List#1: Positive
[368] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[50883] Non-categorized Words
[53051] Total Words
[3053] edtech
[692] edchat
[541] education
[400] learning
[325] elearning

Top Words in Tweet in G1:
[332] edtech
[89] learning
[45] education
[42] edchat
[34] here
[31] students
[30] school
[27] ai
[27] new
[26] technology

Top Words in Tweet in G2:
[217] edtech
[34] education
[32] edchat
[30] latest
[28] learning
[23] elearning
[21] tech
[20] daily
[17] classroom
[16] students

Top Words in Tweet in G3:
[358] edtech
[127] microsoftedu
[62] onenote
[62] edchat
[41] help
[40] mieexpert
[39] students
[39] education
[39] elearning
[34] more

Top Words in Tweet in G4:
[501] edtech
[127] edchat
[100] education
[85] learning
[59] elearning
[50] teachers
[42] homeschool
[41] k12
[40] teaching
[35] tech

Top Words in Tweet in G5:
[140] edtech
[115] education
[102] edchat
[94] elearning
[56] alex_corbitt
[56] engchat
[35] mathchat
[25] satchat
[22] ukedchat
[20] classroom

Top Words in Tweet in G6:
[148] edtech
[37] edchat
[19] education
[17] use
[15] teachers
[15] out
[14] school
[12] here
[12] technology
[11] students

Top Words in Tweet in G7:
[99] edtech
[58] great
[53] edchat
[46] edutopia
[42] teachers
[37] davidgeurin
[27] habits
[16] bookcreatorapp
[15] digital
[12] students

Top Words in Tweet in G8:
[122] edtech
[65] edchat
[40] students
[38] mindshiftkqed
[30] learning
[25] engagement
[22] k12
[22] eight
[22] qualities
[22] indicate

Top Words in Tweet in G9:
[84] edtech
[31] education
[27] highered
[18] elearning
[18] learning
[18] technology
[16] digital
[16] higheredsurge
[16] edtech_highered
[15] eraser

Top Words in Tweet in G10:
[137] sanemavcil
[90] edtech
[78] technology
[71] virtualreality
[70] vr
[70] mixedreality
[70] mr
[69] merge
[69] cube
[69] experience

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[239] edchat,edtech
[203] edtech,edchat
[155] elearning,edtech
[118] microsoftedu,edtech
[106] edchat,education
[96] edtech,education
[78] education,elearning
[77] vr,virtualreality
[77] virtualreality,mixedreality
[77] mixedreality,mr

Top Word Pairs in Tweet in G1:
[26] edchat,edtech
[20] edtech,homeschool
[11] quadratic,functions
[9] check,out
[9] graphs,quadratic
[8] edtech,sector
[7] coding,edtech
[7] learning,edchat
[7] edtech,startup
[7] teaching,learning

Top Word Pairs in Tweet in G2:
[18] edtech,edchat
[13] daily,edtech
[13] ed,tech
[11] elearning,edtech
[9] rise,ed
[9] tech,classroom
[8] edtech,education
[8] out,old
[8] old,school
[8] school,rise

Top Word Pairs in Tweet in G3:
[102] microsoftedu,edtech
[26] edtech,edchat
[20] edchat,edtech
[18] edtech,elearning
[15] edtech,https
[15] mieexpert,edtech
[15] edtech,education
[14] check,out
[13] mieexpert,microsoftedu
[12] elearning,edtech

Top Word Pairs in Tweet in G4:
[55] edtech,edchat
[43] edtech,education
[42] edtech,homeschool
[38] elearning,edtech
[34] marketing,edtech
[31] edchat,edtech
[30] teachers,k12
[30] k12,growthhacking
[30] growthhacking,marketing
[29] edtech,steam

Top Word Pairs in Tweet in G5:
[82] edchat,education
[72] elearning,edtech
[68] education,elearning
[47] edtech,engchat
[22] engchat,mathchat
[16] education,edtech
[15] edtech,elearning
[12] edtech,satchat
[11] 10,characteristics
[11] characteristics,inspiring

Top Word Pairs in Tweet in G6:
[23] edtech,edchat
[11] edchat,edtech
[10] edchat,education
[7] edtech,iste2017
[6] education,gbl
[6] check,out
[6] technology,replace
[6] replace,teachers
[6] teachers,help
[6] help,teach

Top Word Pairs in Tweet in G7:
[43] edchat,edtech
[27] great,teachers
[27] teachers,great
[27] great,habits
[27] habits,edutopia
[27] edutopia,edchat
[26] davidgeurin,great
[10] book,creator
[8] teach,students
[8] students,self

Top Word Pairs in Tweet in G8:
[23] learning,edchat
[22] eight,qualities
[22] qualities,indicate
[22] indicate,students
[22] students,actively
[22] actively,engaged
[22] engaged,learning
[22] edchat,engagement
[22] engagement,edtech
[21] mindshiftkqed,eight

Top Word Pairs in Tweet in G9:
[11] edtech,higheredsurge
[8] edtech,edchat
[8] elearning,mlearning
[7] higher,education
[7] help,students
[6] highered,edtech
[6] boosting,education
[6] digital,technology
[6] students,graduate
[6] graduate,faster

Top Word Pairs in Tweet in G10:
[70] vr,virtualreality
[70] virtualreality,mixedreality
[70] mixedreality,mr
[69] merge,cube
[69] cube,experience
[69] experience,mergevr
[69] mergevr,vr
[69] mr,technology
[69] technology,cool
[69] cool,gif

Top Replied-To
Top Replied-To in Entire Graph:
@bruceferg74
@learnassembly
@cogscilearning
@area3tech
@valentinaroyano
@cloomify
@mrsbremtweets
@austrade
@onesmallclip
@layton_fstage

Top Replied-To in G1:
@cammipham
@calcaware
@scalarhumanity
@cloomify
@valentinaroyano
@mrsbremtweets
@austrade
@onesmallclip
@layton_fstage

Top Replied-To in G3:
@eversdalprimary
@mportelastica

Top Replied-To in G4:
@cogscilearning
@gvtechteach
@stapletonedu
@lsj914
@piph_efl
@drbrownedu
@area3tech
@asi_solutions
@samkekovich

Top Replied-To in G5:
@mr_van_w

Top Replied-To in G6:
@utcportsmouth

Top Mentioned
Top Mentioned in Entire Graph:
@sanemavcil
@mergevr
@alex_corbitt
@edutopia
@lynch39083
@media4math
@mindshiftkqed
@davidgeurin
@eraser
@microbit_edu

Top Mentioned in G1:
@media4math
@jisc
@eraser
@seesaw
@learnography
@teachergaming
@missgenrique
@pluralsight
@santiagoraul
@forbes

Top Mentioned in G2:
@teachersjourney
@krcs_education

Top Mentioned in G3:
@missgenrique
@onenoteedu
@teachthought
@flipgrid
@mtholfsen
@microsoftedu
@teamsuniverse
@tolleya
@microsoftteams
@angelssoriano74

Top Mentioned in G4:
@lynch39083
@media4math
@guro_ph
@attainthegain
@mikequindazzi
@simpliteach
@techy5teacher
@palmleafsol
@asi_solutions
@ictmagic

Top Mentioned in G5:
@alex_corbitt
@ictevangelist
@gcouros
@edtechteam
@mrbadura
@dominicwalliman
@woodard_julie
@robbotresources
@finleyt
@cat3y

Top Mentioned in G6:
@kyleniemis
@mycroft_ai
@mkasumovic
@arludo
@cengagelearning
@prnewswire
@martin_hamilton
@techedupteacher
@emergelab
@irishtimesbiz

Top Mentioned in G7:
@edutopia
@davidgeurin
@bookcreatorapp
@mbteach
@medkh9
@brholland
@weareteachers
@cfpidiomas
@gcouros
@mrworkfcps

Top Mentioned in G8:
@mindshiftkqed
@edtech_k12
@sylviaduckworth
@e_sheninger
@thomascmurray
@mattharrisedd
@googleforedu
@getting_smart
@coolcatteacher
@scifri

Top Mentioned in G9:
@higheredsurge
@edtech_highered
@eraser
@ethejournal
@esosnik
@jselingo
@edtech
@megbcortez
@iot_conference
@microsoft

Top Mentioned in G10:
@sanemavcil
@mergevr
@thekindleader
@eduporium
@educationnext
@smesecurity
@yourstoryco
@edtech_k12
@anjahoffmann
@technative

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@gerfingerpoken
@jamesroy
@alllibertynews
@startupcrunch
@startuprealtime
@sectest9
@ericdemarylebon
@alevergara78
@eraser

Top Tweeters in G1:
@tekieboard
@forbes
@calcaware
@cammipham
@pammoran
@frahector
@justintarte
@iamejike
@cecilia_bocking
@manueljesusf

Top Tweeters in G2:
@startupcrunch
@pekkapuhakka
@echochamberuncu
@techjunkiejh
@cybertaters
@durff
@urbie
@techtia
@mguhlin
@drkassorla

Top Tweeters in G3:
@juandoming
@virtualofficesu
@jakwit
@elmundoes
@venturebeat
@techninjatodd
@iamstartacus
@presdl
@angelssoriano74
@rdene915

Top Tweeters in G4:
@ericdemarylebon
@edgametec
@lynch39083
@markplackett1
@alicekeeler
@bar_zie
@techcrunch
@livehealingly
@2morrowknight
@socialgoodstuff

Top Tweeters in G5:
@iamdrwill
@shiftparadigm
@ictevangelist
@gcouros
@spencerideas
@jackiegerstein
@assistsuparea4
@q2ksjibg21cmq08
@burgess_shelley
@kerriattamatea

Top Tweeters in G6:
@dailyedtechnews
@slackhq
@engadget
@educationweek
@irishtimesbiz
@jordyjax
@westernulibsedu
@mor10
@sjf1
@paulgarvey4

Top Tweeters in G7:
@web20classroom
@zimmermann_st
@newsneus
@ed
@edutopia
@mbteach
@joanvinallcox
@principalogg
@bibliosophus
@englishteach8

Top Tweeters in G8:
@shellterrell
@coolcatteacher
@thomascmurray
@e_sheninger
@ascd
@getting_smart
@jmattmiller
@scifri
@sylviaduckworth
@fetc

Top Tweeters in G9:
@robinsnewswire
@eraser
@adamsconsulting
@iotimelab
@surface
@joaquin_sevilla
@jordi_a
@kateszumanski
@kiwibelma
@edtech_highered

Top Tweeters in G10:
@startuprealtime
@sectest9
@itknowingness
@securitynews6
@infosecurity99
@indiedevsunite
@digitalperiod
@megadatamama
@smesecurity
@indiedevrts