#k12, Twitter, 4/5/2019 6:08:01 PM, 192724


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#k12_2019-04-05_10-02-08.xlsx
#k12_2019-04-05_10-02-08.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 05, 2019
Short Description:
#k12 via NodeXL http://bit.ly/2UxVFZ3
@jc_james_clark
@thedailyedu
@eddivek12
@pblworks
@edtech_k12
@finleyt
@alex_corbitt
@edsurge
@markj_ohnson
@educre8ive

Top hashtags:
#k12
#edtech
#edchat
#education
#elearning
#teachers
#teaching
#stem
#classroom
#edtechchat

Description:
Description
The graph represents a network of 4,281 Twitter users whose recent tweets contained "#k12", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 05 April 2019 at 17:26 UTC.

The tweets in the network were tweeted over the 9-day, 16-hour, 24-minute period from Wednesday, 27 March 2019 at 00:48 UTC to Friday, 05 April 2019 at 17:13 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 : 4281
Unique Edges : 5947
Edges With Duplicates : 4083
Total Edges : 10030
Self-Loops : 2142
Reciprocated Vertex Pair Ratio : 0.0393894633185623
Reciprocated Edge Ratio : 0.0757934628138323
Connected Components : 402
Single-Vertex Connected Components : 216
Maximum Vertices in a Connected Component : 3450
Maximum Edges in a Connected Component : 8826
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.272258
Graph Density : 0.000345637210277099
Modularity : 0.550278
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[74] http://www.cultofpedagogy.com/ineffective-teaching-methods/
[41] https://www.pblworks.org/what-is-pbl
[40] https://www.rdene915.com/
[33] https://www.gettingsmart.com/2019/03/assistive-technology-finding-the-right-resources-for-all-students/
[27] https://www.edhacked.com/5-books-for-converting-reluctant-readers/
[22] https://www.amazon.com/Mars-Soil-Science-Fairs-regolith/dp/B07PCKQHQB/ref=sr_1_16?keywords=mars+soil&qid=1551704918&s=gateway&sr=8-16
[20] https://www.teacherspayteachers.com/Product/Easter-Dolch-Sight-Word-Revision-Activity-Booklet-4464587
[18] https://blog.tcea.org/mobile-app-from-google-sheets/
[18] https://shakeuplearning.com/blog/20-formative-assessment-tools-for-your-classroom/
[17] https://studyinternational.com/news/classroom-pets-are-they-ethical/

Top URLs in Tweet in G1:
[15] https://www.rdene915.com/
[12] https://learnbylayers.com/
[10] https://www.daytondailynews.com/news/local-education/this-butler-county-superintendent-using-tech-new-ways-now-been-recognized-nationally/3sEUIlydxsX29qYgJxtw8J/
[10] https://www.learnbylayers.com/3d-printing-challenges-students/
[9] http://www.k12prospects.com/blog/?utm_source=twitter&utm_medium=posting-image&utm_campaign=term-of-the-day&utm_content=textlink
[8] https://www.youtube.com/mashupmath
[7] https://studyinternational.com/news/classroom-pets-are-they-ethical/
[7] https://medium.com/dynamix-blog/interview-basics-the-focused-4-aadd4663c24c
[7] https://itunes.apple.com/us/app/rocket-abcs/id1270346054?mt=8
[6] https://www.teacherspayteachers.com/Product/Free-Literacy-Role-Cards-Balanced-Reading-Strategies-4448517

Top URLs in Tweet in G2:
[26] https://www.gettingsmart.com/2019/03/assistive-technology-finding-the-right-resources-for-all-students/
[23] https://www.rdene915.com/
[10] https://medium.com/me/stories/public
[10] http://bit.ly/2COpevI
[7] https://www.facebook.com/truenorthcg/videos/634421120329515/
[6] https://www.definedstem.com/blog/classroom-tools-and-activities-that-foster-future-ready-skills/
[6] https://blog.neolms.com/next-generation-learning-assessments/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[6] https://blog.neolms.com/levelling-up-in-the-ed-tech-integration-process-the-samr-model/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[5] https://link.medium.com/S59c0RIUgV
[5] https://www.gettingsmart.com/2019/02/the-importance-of-being-a-mentor-and-having-a-mentor/

Top URLs in Tweet in G3:
[4] http://www.cultofpedagogy.com/ineffective-teaching-methods/
[2] https://trib.al/TdNxz6q
[2] https://newtechnetwork.org/touring-new-tech-network-school/?platform=hootsuite&utm_campaign=coschedule&utm_source=twitter&utm_medium=newtechnetwork&utm_content=Touring%20a%20New%20Tech%20Network%20School%20-%20New%20Tech%20Network
[2] https://www.gettingsmart.com/2017/11/real-life-examples-of-design-thinking-in-the-clasroom/?utm_campaign=coschedule&utm_source=twitter&utm_medium=newtechnetwork&utm_content=Real-Life%20Examples%20of%20Design%20Thinking%20in%20the%20Classroom%20%7C%20Getting%20Smart
[2] https://www.gettingsmart.com/2017/10/every-school-needs-a-garden/?utm_campaign=coschedule&utm_source=twitter&utm_medium=newtechnetwork&utm_content=Every%20School%20Needs%20a%20Garden%20%7C%20Getting%20Smart
[2] https://www.instagram.com/p/BvjLzZ8hAZO/
[2] https://teachersconnect.com/
[2] https://shakeuplearning.com/blog/20-formative-assessment-tools-for-your-classroom/
[2] http://tweetedtimes.com/v/644
[2] https://www.cnn.com/2018/03/01/africa/ghana-teacher-blackboard-intl/index.html

Top URLs in Tweet in G4:
[6] https://www.educationdive.com/news/school-resource-officers-need-sel-training-experts-say-but-their-prepara/550428/?utm_medium=twitter
[5] https://www.educationdive.com/news/parkland-newtown-suicides-reveal-systemic-problem-of-lacking-mental-heal/551317/?utm_medium=twitter
[3] https://www.educationdive.com/news/family-school-ties-at-center-of-tacoma-homelessness-prevention-program/551277/?utm_medium=twitter
[3] https://www.educationdive.com/news/the-50-states-of-education-policy-a-breakdown-of-governors-state-of-the-s/550904/?utm_medium=twitter
[3] https://www.educationdive.com/news/district-food-truck-program-delivers-to-needy-students-even-during-the-su/551806/?utm_medium=twitter
[2] https://www.educationdive.com/news/educators-industry-leaders-address-root-causes-of-stem-teacher-shortage/551387/?utm_medium=twitter
[2] https://www.educationdive.com/news/13-ways-educators-can-transform-literacy/550448/?utm_medium=twitter
[2] https://www.educationdive.com/news/parkland-newtown-suicides-reveal-systemic-lack-of-mental-health-supports/551317/?utm_medium=twitter
[2] https://www.educationdive.com/news/3-key-strategies-for-schools-districts-considering-predictive-analytics/551264/?utm_medium=twitter
[2] https://www.educationdive.com/news/3-big-takeaways-from-the-ed-dept-congressional-budget-hearings/551572/?utm_medium=twitter

Top URLs in Tweet in G5:
[22] https://www.amazon.com/Mars-Soil-Science-Fairs-regolith/dp/B07PCKQHQB/ref=sr_1_16?keywords=mars+soil&qid=1551704918&s=gateway&sr=8-16
[8] https://qualityinstruction.org/blogs/thoughts/what-s-new-in-children-s-literature-march-2019
[8] https://qualityinstruction.org/blogs/thoughts/what-s-new-in-children-s-literature-february-2019
[7] https://pearcewriting.com/2018/12/21/academic-paper-rubric-for-serious-students/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[5] https://www.attentivesafety.com/heartsaver-for-k-12-schools.html
[5] https://qualityinstruction.org/blogs/thoughts/10-affordable-ways-to-show-appreciation-for-a-fellow-teacher
[4] https://www.alphapublicschools.org/apply
[4] http://tonyhancockspeaks.com
[3] https://blog.tcea.org/simple-tools-powerful-principles/
[3] https://gsuiteupdates.googleblog.com/2019/04/add-audio-to-slides.html

Top URLs in Tweet in G6:
[40] https://www.pblworks.org/what-is-pbl
[3] https://www.pblworks.org/services/events
[2] https://www.denverpost.com/2006/12/04/out-of-the-chaos-jefferson-rebounds/
[2] https://www.pblworks.org/research/publications
[2] https://www.pblworks.org/blog/ron-berger-our-2019-pbl-champion-and-keynote-speaker-pbl-world
[2] https://twitter.com/mraspinall/status/1110153266086719490
[1] https://www.mbae.org/biz-civic-leaders-sign-letter-asking-that-any-deal-on-school-funding-include-measures-that-lead-to-better-outcomes/
[1] https://twitter.com/ChalkbeatCO/status/1112884787512008704
[1] https://www.educationnext.org/prevalence-policy-based-evidence-making-forum-should-schools-embrace-social-emotional-learning/
[1] https://www.aeaweb.org/articles?id=10.1257/aer.20161226

Top URLs in Tweet in G7:
[14] https://shakeuplearning.com/blog/20-formative-assessment-tools-for-your-classroom/
[13] https://shakeuplearning.com/blog/50-awesome-books-for-teachers/
[9] https://blog.tcea.org/mobile-app-from-google-sheets/
[8] https://shakeuplearning.com/blog/google-classroom-tips-resources/
[4] https://shakeuplearning.com/blog/meaningful-technology-integration-and-dynamic-learning-5-part-episode-series/
[3] https://shakeuplearning.com/blog/10-reasons-become-google-certified-educator-infographic-video/
[3] https://shakeuplearning.com/blog/google-is-a-gateway-drug/
[2] https://shakeuplearning.com/blog/back-to-school-with-g-suite-6-activities-for-the-classroom/
[2] https://shakeuplearning.com/blog/25-things-you-didnt-know-google-slides-could-do/
[2] https://shakeuplearning.com/blog/how-to-plan-for-technology-integration-suls005/

Top URLs in Tweet in G8:
[11] https://www.asugsvsummit.com/search/cavanagh/
[6] https://webinars.edweek.org/shop/featured/selling-to-principals-without-alienating-district-leaders/
[6] http://jump.edweek.org/CUJ00v0ct0gR0Lbw1K0bA08
[6] http://jump.edweek.org/WR0bwLU8t0d1AbJ00K0wg00
[6] http://jump.edweek.org/lgUKx000tbwJ0A1b80L0e0R
[4] https://marketbrief.edweek.org/marketplace-k-12/elizabeth-warren-wants-break-big-tech-mean-education/?cmp=soc-tw-edit-mrktbf
[4] https://www.edweek.org/ew/articles/2019/02/13/teachers-are-turning-to-podcasts-as-an.html
[3] https://marketbrief.edweek.org/marketplace-k-12/google-gears-release-chromebook-app-hub-education/?cmp=soc-tw-edit-mrktbf
[3] http://pages.edweek.org/ASU--GSV-2019_Registration-Page---EdTech-48.html
[3] https://marketbrief.edweek.org/marketplace-k-12/new-buying-guide-aims-show-educators-improve-ed-tech-purchasing/?cmp=soc-tw-edit-mrktbf

Top URLs in Tweet in G9:
[7] https://www.edsurge.com/news/2018-12-18-the-greatest-enemy-of-creativity-in-schools-isn-t-testing-it-s-time?utm_content=buffer9833f&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2017-08-15-why-stubborn-myths-like-learning-styles-persist?utm_content=buffer69e8d&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2017-08-01-not-everyone-is-built-for-it-students-offer-their-take-on-virtual-schooling?utm_content=buffer25217&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2019-03-04-ok-go-wants-to-launch-your-students-art-experiment-into-space?utm_content=buffer91e13&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2017-07-06-trolls-catfish-cyberbullies-oh-my-how-to-help-students-stay-internet-kind?utm_content=buffere5ec0&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://t.co/6iGr7BJNEZ?utm_content=buffer23724&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2017-05-31-8-keys-to-designing-tomorrow-s-schools-today?utm_content=bufferbd126&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2019-03-13-growth-over-grades-how-a-resubmit-policy-is-helping-us-build-a-culture-of-revision?utm_content=buffer0ade2&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2019-04-01-nickelodeon-buys-sparkler-to-boost-preschool-education-on-children-s-streaming-service?utm_content=buffer3ee38&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://t.co/nSQ7FpmwRr?utm_content=buffer4bd41&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer

Top URLs in Tweet in G10:
[65] http://www.cultofpedagogy.com/ineffective-teaching-methods/
[11] https://www.cultofpedagogy.com/students-of-color/
[11] http://www.edutopia.org/blog/flipped-classroom-in-class-version-jennifer-gonzalez
[5] http://www.cultofpedagogy.com/school-psychologist/
[2] http://www.cultofpedagogy.com/strength-based-teaching-esl/
[1] https://www.cultofpedagogy.com/magic-of-validation/
[1] https://medium.com/dynamix-blog/interview-basics-the-focused-4-aadd4663c24c
[1] https://shakeuplearning.com/blog/20-formative-assessment-tools-for-your-classroom/

Top Domains
Top Domains in Tweet in Entire Graph:
[271] twitter.com
[189] neolms.com
[146] edweek.org
[107] po.st
[103] studyinternational.com
[94] cultofpedagogy.com
[90] amazon.com
[85] educationdive.com
[85] edhacked.com
[84] youtube.com

Top Domains in Tweet in G1:
[45] studyinternational.com
[40] twitter.com
[34] learnbylayers.com
[31] cilc.org
[29] youtube.com
[27] k12prospects.com
[17] rdene915.com
[16] ohioschoolboards.org
[16] medium.com
[14] daytondailynews.com

Top Domains in Tweet in G2:
[184] neolms.com
[98] po.st
[75] dy.si
[35] gettingsmart.com
[30] rdene915.com
[25] twitter.com
[19] medium.com
[19] tcea.org
[16] eschoolnews.com
[11] edupr.io

Top Domains in Tweet in G3:
[6] gettingsmart.com
[5] newtechnetwork.org
[4] cultofpedagogy.com
[2] twitter.com
[2] trib.al
[2] edutopia.org
[2] kqed.org
[2] instagram.com
[2] teachersconnect.com
[2] shakeuplearning.com

Top Domains in Tweet in G4:
[70] educationdive.com
[6] dataqualitycampaign.org
[4] twitter.com
[2] economist.com
[2] co.uk
[2] fox2now.com
[2] dy.si
[2] ferpasherpa.org
[2] edtechmagazine.com
[2] partnerforchildren.org

Top Domains in Tweet in G5:
[41] twitter.com
[30] qualityinstruction.org
[23] amazon.com
[21] studyinternational.com
[12] tcea.org
[9] launchpad6.com
[7] google.com
[7] pearcewriting.com
[6] edtechreview.in
[5] lnkd.in

Top Domains in Tweet in G6:
[60] pblworks.org
[20] twitter.com
[2] denverpost.com
[2] pblworld.org
[1] mbae.org
[1] educationnext.org
[1] aeaweb.org
[1] arxiv.org
[1] city-journal.org
[1] fordhaminstitute.org

Top Domains in Tweet in G7:
[70] shakeuplearning.com
[19] sbne.ws
[14] tcea.org
[8] zurl.co
[7] learningally.org
[3] google.com
[2] twitter.com
[2] googleblog.com
[2] po.st
[1] shakeup.link

Top Domains in Tweet in G8:
[107] edweek.org
[11] asugsvsummit.com
[8] askatechteacher.com
[8] kajeet.net
[6] educationdive.com
[6] classtechtips.com
[5] pcgus.com
[4] twitter.com
[4] techlearning.com
[3] thejournal.com

Top Domains in Tweet in G9:
[65] edsurge.com
[9] gearupapp.org
[7] t.co
[7] eduspire.org
[4] achieve3000.com
[2] mailchi.mp
[1] eschoolnews.com
[1] constantcontact.com
[1] eduspiresolutions.org
[1] youtube.com

Top Domains in Tweet in G10:
[84] cultofpedagogy.com
[11] edutopia.org
[1] medium.com
[1] shakeuplearning.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4778] k12
[1624] edtech
[1317] edchat
[1213] education
[664] elearning
[345] teachers
[311] teaching
[260] stem
[251] classroom
[192] edtechchat



Top Hashtags in Tweet in G1:
[899] k12
[343] education
[221] edtech
[206] edchat
[92] teachers
[81] stem
[67] 3dprinting
[66] highered
[63] ohioed
[61] elearning

Top Hashtags in Tweet in G2:
[777] k12
[532] edtech
[228] elearning
[192] classroom
[176] blended
[138] cosn2019
[132] personalizedlearning
[129] education
[125] lms
[107] edchat

Top Hashtags in Tweet in G3:
[373] edchat
[358] k12
[317] elearning
[259] edtech
[257] education
[99] teachers
[58] satchat
[37] elemchat
[27] ukedchat
[26] meditation

Top Hashtags in Tweet in G4:
[125] k12
[21] edchat
[20] edtech
[15] nhcschat
[15] sschat
[15] satchat
[15] engchat
[14] nced
[14] mathchat
[14] scichat

Top Hashtags in Tweet in G5:
[371] k12
[73] edchat
[68] education
[49] edtech
[32] highschool
[26] teachers
[26] science
[26] elemchat
[25] middleschool
[24] students

Top Hashtags in Tweet in G6:
[111] pbl
[86] k12
[40] edcolo
[37] edchat
[35] copolitics
[30] edu
[26] coleg
[16] hqpbl
[12] middleschool
[11] elemed

Top Hashtags in Tweet in G7:
[128] k12
[90] edtech
[82] edchat
[49] gsuiteedu
[42] shakeuplearning
[38] teaching
[25] tlap
[24] googleedu
[15] gttribe
[14] njed

Top Hashtags in Tweet in G8:
[178] k12
[80] edtech
[22] asugsv2019
[20] asugsvsummit
[16] asugsv
[16] sel
[11] edchat
[9] ewopinion
[8] cybersecurity
[6] webinar

Top Hashtags in Tweet in G9:
[129] k12
[58] edchat
[40] edtech
[23] education
[20] edtechchat
[18] sponsored
[18] ad
[10] highereducation
[10] futureready
[10] digital

Top Hashtags in Tweet in G10:
[92] k12
[67] teaching
[66] ntchat
[65] teachingstrategies
[11] assessment
[11] feedback
[11] flippedclass
[11] flippedclassroom
[11] education
[10] timemanagement

Top Words
Top Words in Tweet in Entire Graph:
[5564] Words in Sentiment List#1: Positive
[1394] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[148784] Non-categorized Words
[155742] Total Words
[4777] #k12
[1624] #edtech
[1317] #edchat
[1213] #education
[953] students

Top Words in Tweet in G1:
[898] #k12
[343] #education
[221] #edtech
[206] #edchat
[183] students
[167] school
[135] more
[129] new
[113] learn
[103] out

Top Words in Tweet in G2:
[777] #k12
[532] #edtech
[228] #elearning
[192] #classroom
[180] edtech_k12
[178] students
[176] #blended
[138] #cosn2019
[132] #personalizedlearning
[129] #education

Top Words in Tweet in G3:
[373] #edchat
[358] #k12
[317] #elearning
[259] #edtech
[257] #education
[232] alex_corbitt
[205] finleyt
[113] teaching
[110] 9
[107] w

Top Words in Tweet in G4:
[125] #k12
[54] eddivek12
[46] students
[32] school
[31] s
[27] data
[25] schools
[24] 3
[21] #edchat
[20] #edtech

Top Words in Tweet in G5:
[371] #k12
[73] #edchat
[68] #education
[63] students
[49] #edtech
[47] school
[40] more
[32] #highschool
[30] learning
[30] new

Top Words in Tweet in G6:
[249] pblworks
[184] project
[128] based
[114] learning
[111] #pbl
[86] #k12
[64] pbl
[62] more
[57] evidence
[56] step

Top Words in Tweet in G7:
[128] #k12
[90] #edtech
[84] tcea
[82] #edchat
[60] shakeuplearning
[60] learning
[49] #gsuiteedu
[49] google
[42] #shakeuplearning
[38] classroom

Top Words in Tweet in G8:
[178] #k12
[80] #edtech
[38] school
[38] april
[34] students
[33] districts
[32] learn
[28] asugsvsummit
[27] learning
[27] https

Top Words in Tweet in G9:
[129] #k12
[75] edsurge
[58] #edchat
[44] students
[40] #edtech
[23] #education
[21] educators
[21] learning
[20] #edtechchat
[18] #sponsored

Top Words in Tweet in G10:
[92] #k12
[83] cultofpedagogy
[69] 5
[67] teaching
[67] #teaching
[66] #ntchat
[65] common
[65] practices
[65] kicking
[65] curb

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[339] #edtech,#elearning
[327] #education,#edtech
[326] #edchat,#education
[287] #edchat,#k12
[281] check,out
[276] #elearning,#k12
[258] #k12,#education
[195] #education,#k12
[184] #elearning,#edtech
[172] learn,more

Top Word Pairs in Tweet in G1:
[95] #k12,#education
[85] #education,#k12
[61] #ohioed,#k12
[51] check,out
[49] learn,more
[49] #edchat,#k12
[40] #edtech,#elearning
[38] #k12,#highered
[31] k,12
[30] #edchat,#education

Top Word Pairs in Tweet in G2:
[179] #elearning,#edtech
[150] #edtech,#classroom
[149] #classroom,#blended
[129] #blended,#personalizedlearning
[124] #personalizedlearning,#k12
[110] #k12,#lms
[73] #k12,schools
[61] #k12,#edtech
[53] cdwcorp,lightspeedsys
[48] check,out

Top Word Pairs in Tweet in G3:
[253] #edchat,#education
[251] #education,#edtech
[251] #edtech,#elearning
[219] #elearning,#k12
[112] finleyt,#edchat
[107] alex_corbitt,9
[106] problems,w
[106] w,teaching
[106] teaching,test
[106] test,finleyt

Top Word Pairs in Tweet in G4:
[15] #nhcschat,#sschat
[15] #sschat,#satchat
[15] #satchat,#engchat
[14] high,school
[14] #engchat,#nced
[14] #nced,#edchat
[14] #edchat,#edtech
[14] #edtech,#mathchat
[14] #mathchat,#scichat
[14] #scichat,#artsed

Top Word Pairs in Tweet in G5:
[26] #highschool,#k12
[24] #k12,#middleschool
[22] mars,soil
[22] soil,#science
[22] #elemschool,#highschool
[22] #middleschool,#spacex
[22] #spacex,#tesla
[22] #tesla,#space
[22] #space,#nasa
[22] #nasa,buy

Top Word Pairs in Tweet in G6:
[118] project,based
[103] based,learning
[44] wondered,project
[44] learning,really
[44] really,works
[44] works,explore
[44] explore,published
[44] published,research
[44] research,evidence
[44] evidence,impact

Top Word Pairs in Tweet in G7:
[41] #edtech,#edchat
[22] reflect,reflection
[22] reflection,natural
[22] natural,part
[22] part,learning
[22] learning,think
[22] think,new
[22] new,experiences
[22] experiences,teachthought
[22] teachthought,shares

Top Word Pairs in Tweet in G8:
[43] #edtech,#k12
[27] https,t
[27] t,co
[22] april,9
[20] #asugsvsummit,#asugsv2019
[16] #asugsv2019,#asugsv
[16] social,emotional
[15] emotional,learning
[14] school,districts
[12] asugsvsummit,miss

Top Word Pairs in Tweet in G9:
[45] #edchat,#k12
[18] #sponsored,#ad
[18] #k12,#education
[15] #edtechchat,#edchat
[12] five,educators
[10] coming,soon
[10] soon,convergence
[10] convergence,#k12
[10] #k12,#highereducation
[10] #highereducation,promote

Top Word Pairs in Tweet in G10:
[65] 5,common
[65] common,teaching
[65] teaching,practices
[65] practices,kicking
[65] kicking,curb
[65] curb,#ntchat
[65] #ntchat,#teaching
[65] #teaching,#teachingstrategies
[65] #teachingstrategies,#k12
[63] cultofpedagogy,5

Top Replied-To
Top Replied-To in Entire Graph:
@cdwcorp
@edtech_k12
@eddivek12
@eschoolnews
@makeblock
@vedajunction
@cosn
@yongzhaoed
@bahcesehir_k12
@bombatnf

Top Replied-To in G1:
@vedajunction
@bombatnf
@edactsglobal
@hitrecordjoe
@misssandaprek
@commcharteracad
@bett_mea
@hj_dewaard
@drshimabukuro
@andycinek

Top Replied-To in G2:
@cdwcorp
@edtech_k12
@eddivek12
@eschoolnews
@yongzhaoed
@nearpod
@itslearning
@cosn
@elemenous
@ameliaivance

Top Replied-To in G4:
@kamalaharris
@betsydevosed
@repstevestivers
@middletownoh
@mdsxschools
@cityconnects
@eddivek12

Top Replied-To in G6:
@igloosoftware
@nytopinion
@teachthought

Top Replied-To in G8:
@mskeefe

Top Replied-To in G9:
@edsurge

Top Replied-To in G10:
@empowereducon

Top Mentioned
Top Mentioned in Entire Graph:
@alex_corbitt
@finleyt
@pblworks
@edtech_k12
@rdene915
@cultofpedagogy
@tcea
@cosn
@edsurge
@drkarinhess

Top Mentioned in G1:
@ohschoolboards
@rdene915
@nsbapubliced
@learnbylayers3d
@k12prospects
@dwdeeds
@cilcorg
@asbindia
@pblworks
@robzook1

Top Mentioned in G2:
@edtech_k12
@cosn
@neolms
@cdwcorp
@lightspeedsys
@rdene915
@googleforedu
@eaztweets
@truenorthcg
@google

Top Mentioned in G3:
@alex_corbitt
@finleyt
@drkarinhess
@impactwales
@jhzenger
@joefolkman
@newtechnetwork
@cubeforteachers
@edutopia
@spencerideas

Top Mentioned in G4:
@eddivek12
@tanellclassroom
@eddatacampaign
@paigekowalski
@nonprofittimes
@briansponsler
@aaeteachers
@edcommission
@katieeklund
@dramyklinger

Top Mentioned in G5:
@literarymaven
@il_ecw
@johnmckee453
@scholarbuys

Top Mentioned in G6:
@pblworks
@ronbergerel
@coloradobrt
@incitewhite
@pblbob
@edcircuit
@saintfester
@colotechasn
@eschoolnews
@davidpblross

Top Mentioned in G7:
@tcea
@shakeuplearning
@teachthought
@google
@edtechlori
@learning_ally
@commonsenseed
@googleforedu
@gmail
@flipgrid

Top Mentioned in G8:
@asugsvsummit
@edmarketbrief
@kognito
@rjuhsd
@cfchildren
@caselorg
@canvaslms
@educationweek
@iste
@askatechteacher

Top Mentioned in G9:
@edsurge
@nearpod
@gearupnc
@dbcaguioa
@gogokidmoments
@glimpsek12
@morgancoschools
@eduspirepd
@achieve3000
@commonsense

Top Mentioned in G10:
@cultofpedagogy
@empowereducon
@teachchoice
@finleyt
@satisphactionio
@mrronclark_
@casas_jimmy
@topdogteaching
@brewerhm
@mrdtimes3

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@sectest9
@lopezgovlaw
@edgametec
@seekingalpha
@lynch39083
@willseattle
@eraser
@businessinsider
@thehill

Top Tweeters in G1:
@lopezgovlaw
@le_parisien
@allan_crawshaw
@socialgoodstuff
@forbes
@daytondailynews
@vievararosel
@socialchangeaus
@tamraraven
@dispatchalerts

Top Tweeters in G2:
@sectest9
@edgametec
@calcaware
@nytimes
@durff
@erobbprincipal
@rdene915
@google
@thomascmurray
@agami

Top Tweeters in G3:
@mzteachuh
@markedeschaine
@chongbeng
@cecilia_bocking
@ontspecialneeds
@spencerideas
@newtechnetwork
@clcsimon
@tarafarah7
@ascd

Top Tweeters in G4:
@alllibertynews
@businessinsider
@mailonline
@nbcnews
@theeconomist
@bledwine
@aei
@ywcausa
@aftct
@charteralliance

Top Tweeters in G5:
@marenda
@lenniejarratt
@lessismoremike
@techtia
@dpa2018
@barron_nel
@mguhlin
@rimwellc
@andrzejwoch
@martinjonesaz

Top Tweeters in G6:
@nytopinion
@jriske
@trev_mackenzie
@kytoy15
@the74
@pblworks
@betamiller
@horizons93
@mmonguillot
@marc_beltran

Top Tweeters in G7:
@wagjuer
@pammoran
@flipgrid
@gmail
@mgcjusa
@shakeuplearning
@ahmadnoormuham3
@wkrakower
@karlymoura
@raycoopteacher

Top Tweeters in G8:
@lynch39083
@educationweek
@teachercast
@classtechtips
@cleardiff
@jmattmiller
@randcorporation
@mattgreenfield
@d_aarons
@amprog

Top Tweeters in G9:
@charger0843rion
@edsurge
@bikespoke
@malice27359580
@lauralovesart
@researchmrx
@imthedronelord
@inspiredtoteach
@drmcgettigan
@commonsense

Top Tweeters in G10:
@satisphactionio
@techninjatodd
@pfaffsc
@mangobilling
@bibliosophus
@principalogg
@casas_jimmy
@aggiesalterits
@moreno_jfm
@lizgon230