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edchat_2017-08-12_21-02-46.xlsx
edchat_2017-08-12_21-02-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2017
Short Description:
edchat via NodeXL http://bit.ly/2hUJTWS
@mindshiftkqed
@davidgeurin
@alex_corbitt
@tekieboard
@edutopia
@justintarte
@edgametec

Description:
Description
The graph represents a network of 1,833 Twitter users whose tweets in the requested range contained "edchat", 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 04:23 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, 1-hour, 13-minute period from Sunday, 30 July 2017 at 09:38 UTC to Friday, 11 August 2017 at 10:52 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 : 1833
Unique Edges : 2247
Edges With Duplicates : 983
Total Edges : 3230
Self-Loops : 913
Reciprocated Vertex Pair Ratio : 0.00809138505473584
Reciprocated Edge Ratio : 0.016052880075543
Connected Components : 318
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 1134
Maximum Edges in a Connected Component : 2404
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.499986
Graph Density : 0.000630722060620788
Modularity : 0.625489
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] http://ow.ly/wBqY30e5Tau
[19] http://ow.ly/A4KK30eeTET
[16] http://ow.ly/h66I30e3Y5b
[15] http://ow.ly/75sC30eeTmK
[13] http://trib.al/vznvS4x
[12] http://trib.al/ib9LBFi
[12] http://www.teachthought.com/pedagogy/10-strategies-help-students-use-social-media-critical-thinking/
[12] https://docs.google.com/document/d/1I2ZBOirfoZ6h5x-HT1Xbf99C_W6CRD5znCpb4320UpQ/edit?usp=sharing
[11] http://ow.ly/drd330ekfDN
[11] http://ow.ly/JmBw30e3XVS

Top URLs in Tweet in G1:
[16] http://ow.ly/A4KK30eeTET
[15] http://ow.ly/wBqY30e5Tau
[12] http://ow.ly/75sC30eeTmK
[10] http://ow.ly/LkiY30ekpE6
[10] http://ow.ly/JmBw30e3XVS
[10] http://ow.ly/hv0l30dZMo7
[9] http://ow.ly/h66I30e3Y5b
[9] http://ow.ly/drd330ekfDN
[8] http://ow.ly/qpv030e7IfH
[8] http://ow.ly/q5TP30e3Yl8

Top URLs in Tweet in G2:
[12] http://trib.al/vznvS4x
[9] http://trib.al/ib9LBFi
[6] https://theglobalreadaloud.com/2017/08/10/win-a-signed-copy-of-a-long-walk-to-water-gra17/
[4] https://pernillesripp.com/2017/08/08/what-parents-wish-we-would-ask-them-about-their-child/?utm_content=buffer22c92&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] http://trib.al/tkIyk1e
[4] https://theglobalreadaloud.com/?platform=hootsuite
[4] http://ww2.kqed.org/mindshift/2015/10/02/how-to-weave-growth-mindset-into-school-culture/
[3] http://trib.al/u2UlvYK
[3] http://trib.al/uSkH6IA
[3] https://pernillesripp.com/2017/08/08/what-parents-wish-we-would-ask-them-about-their-child/

Top URLs in Tweet in G3:
[12] http://www.teachthought.com/pedagogy/10-strategies-help-students-use-social-media-critical-thinking/
[5] https://marketbrief.edweek.org/marketplace-k-12/peer-reviewed-research-nice-to-have-not-must-have-for-k-12-officials/
[5] https://www.economist.com/news/leaders/21725313-how-science-learning-can-get-best-out-edtech-together-technology-and-teachers-can
[5] https://www.edsurge.com/news/2016-10-19-how-to-integrate-green-screens-into-any-classroom
[4] https://www.teacherspayteachers.com/Product/Google-Forms-Cheat-Sheet-for-Teachers-and-Students-2164438
[4] http://www.teachthought.com/critical-thinking/10-team-building-games-that-promote-critical-thinking/
[4] https://eduwells.com/2017/08/05/virtual-reality-is-not-just-another-edtech-toy/
[4] http://www.theedadvocate.org/are-school-shootings-in-the-back-of-the-minds-of-youth/
[4] http://www.theedadvocate.org/excitement-equals-excellence-educators-can-rile-student-motivation/
[4] http://www.theedadvocate.org/kids-deserve-better/

Top URLs in Tweet in G4:
[6] http://www.ascd.org/Publications/Books/Overview/The-Differentiated-Classroom-Responding-to-the-Needs-of-All-Learners-2nd-Edition.aspx
[2] http://www.dyslexics.org.uk
[2] http://jayuntaywilliams.weebly.com/adept-performance-standard-5--using-instructional-strategies-to-facilitate-learning.html
[2] https://docs.google.com/document/d/1DweU5qL56uNbQILnoxwL21idbbEIYLls6EAkIKKPmdU/edit
[2] https://edtech4beginners.com/2017/08/03/10-top-cooperative-learning-strategies-and-some-tech-tools-that-could-come-in-handy/amp/
[2] https://usergeneratededucation.wordpress.com/2017/07/24/helping-learners-move-beyond-i-cant-do-this/?utm_content=bufferacad6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://teacherrebootcamp.com/2017/07/31/totalsolareclipse/
[2] http://blog.esllibrary.com/2017/08/01/lets-learn-each-others-names/
[2] https://usergeneratededucation.wordpress.com/2017/08/09/beginning-the-school-year-its-about-the-learners-not-the-content/
[2] https://fouroclockfaculty.com/2017/08/5-ways-to-slow-down-focus-this-year/

Top URLs in Tweet in G5:
[4] https://www.theguardian.com/education/2017/aug/01/school-trips-halted-terror-fears?CMP=share_btn_tw
[4] http://www.ebay.com/itm/-/332335948294
[3] https://edcentral.uk/edblog/stories-from-the-frontlines/best-cpd-be-shit-at-something-this-summer
[2] http://www.coolcatteacher.com/e117/
[2] https://edcentral.uk/edblog/stories-from-the-frontlines/the-most-important-lesson-from-my-nqt-year-students-are-humans-too
[2] http://www.gettingsmart.com/2017/08/8-things-look-student-centered-learning-environment/
[1] http://paper.li/spanish4kiddos/1490237103?edition_id=447495f0-74ea-11e7-8f01-0cc47a0d1609
[1] https://twitter.com/i/web/status/891962703153168384
[1] https://twitter.com/i/web/status/891962353910206466
[1] https://twitter.com/i/web/status/891962704046546944

Top URLs in Tweet in G6:
[5] http://www.davidgeurin.com/2015/12/ten-things-every-educator-should-say.html
[4] http://www.gse.harvard.edu/uk/blog/equity-build-relationships
[4] https://docs.google.com/presentation/d/14RmYcuQxjpWNQ9s7vVF1BfJkAn7Y1SS2ZuNfa9IqCxo/edit#slide=id.p
[4] http://catlintucker.com/2017/08/google-docs-scavenger-hunt/
[3] http://www.teachthought.com/critical-thinking/inquiry/5-ways-help-students-ask-better-questions/?utm_content=buffer9d253&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.teachonomy.com/justiceleague
[2] http://www.davidgeurin.com/2016/06/7-reasons-to-use-social-media-in-your.html?m=1
[2] https://ww2.kqed.org/mindshift/2017/06/30/how-to-design-a-school-that-prioritizes-kindness-and-caring/
[2] http://www.educationdive.com/news/fetc-2017-best-technology-schools-administrators-greg-bagby-julie-davis/435072/?utm_medium=twitter
[2] https://www.gsb.stanford.edu/insights/how-design-thinking-improves-creative-process?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=twitter#1467621-tw#1487031553676

Top URLs in Tweet in G7:
[8] http://tweetedtimes.com/#!/search/iKrips/en
[6] http://www.2peasandadog.com/2016/06/summer-relaxation-strategies-for.html?utm_medium=social&utm_campaign=postplanner&utm_source=twitter.com
[4] https://www.eschoolnews.com/2017/08/07/build-library-future/?ps=parulsinghmannu%40gmail.com-001a000001eFfPf-003a000002FwJ0B
[4] https://twitter.com/mrsalakas/status/891089960303968256
[4] http://www.innovatemyschool.com/ideas/tackling-anxiety-among-young-people
[4] https://www.thetimes.co.uk/edition/scotland/dramatic-decline-in-number-of-pupils-learning-foreign-languages-cz9w67t5t
[4] http://krissyvenosdale.com/the-tides-of-online-learning-have-turned-whats-next/
[3] http://www.edtechupdate.com/edition/daily-e-rate-online-assessments-2017-08-09?open-article-id=7011789&article-title=fake-news-lesson-plan-ideas-with-jennifer-carey&blog-domain=coolcatteacher.com&blog-title=the-coolcatteacher
[3] https://marketbrief.edweek.org/marketplace-k-12/peer-reviewed-research-nice-to-have-not-must-have-for-k-12-officials/
[3] https://goo.gl/YzbbZ8?utm_content=buffer59f28&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[2] http://www.davidgeurin.com/2016/06/7-reasons-to-use-social-media-in-your.html?m=1
[1] http://www.thedailytimes.com/news/three-local-teachers-find-their-voices-as-advocates-for-students/article_49f48866-fbab-5a23-a192-e0fd8ac298c3.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://twitter.com/i/web/status/894704181331857408
[1] https://twitter.com/i/web/status/894731970281742336
[1] https://twitter.com/i/web/status/895062683581652993
[1] https://twitter.com/i/web/status/895820092122042369
[1] https://twitter.com/i/web/status/895599792285462528
[1] https://twitter.com/i/web/status/891273715396358144
[1] https://twitter.com/i/web/status/891976130709909505
[1] https://twitter.com/i/web/status/894168357829783553

Top URLs in Tweet in G9:
[7] https://www.weareteachers.com/ted-talks-teachers/?utm_content=1501102596&utm_medium=social&utm_source=twitter
[5] http://www.cultofpedagogy.com/ineffective-teaching-methods/
[5] https://www.teachingchannel.org/videos/student-to-student-feedback-nea
[3] https://www.weareteachers.com/educational-netflix-shows/?utm_content=1499710102&utm_medium=social&utm_source=twitter
[3] https://www.weareteachers.com/fun-geography-lessons/?utm_source=WeAreTeachers&utm_medium=Twitter&utm_campaign=NatGeo_1703_ARTSER
[2] https://www.weareteachers.com/classroom-procedures-save-sanity/
[2] http://www.cultofpedagogy.com/content-area-literacy-writing/
[2] https://www.cultofpedagogy.com/aggregate-test-scores/
[2] https://www.cultofpedagogy.com/stop-yelling-at-students/
[2] https://www.cultofpedagogy.com/power-of-a-thank-you/

Top URLs in Tweet in G10:
[6] https://www.weforum.org/agenda/2016/02/what-skills-do-graduates-need-to-get-a-job/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1495694805224#23959413-tw#1497648209741#23959413-tw#1498594043160#23959413-tw#1500920521469
[3] http://workingattheedge.org/2016/04/11/4-signs-ready-push-educational-transformation/
[3] https://global.gotomeeting.com/join/191049957
[2] http://ww2.kqed.org/mindshift/2014/09/23/why-students-should-take-the-lead-in-parent-teacher-conferences/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1495694202790#23959413-tw#1498594386763#23959413-tw#1500920325329
[2] https://t.co/7LJ3Vp1qTl?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1494914362673#23959413-tw#1495694131608#23959413-tw#1498594408779#23959413-tw#1500920309443
[2] https://www.weforum.org/agenda/2016/06/8-digital-skills-we-must-teach-our-children?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1494914008369#23959413-tw#1495383679978#23959413-tw#1495694004800#23959413-tw#1498594502462#23959413-tw#1500920267002
[2] https://www.edutopia.org/blog/homework-vs-no-homework-wrong-question-maurice-elias?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1490338917250#23959413-tw#1494914781395#23959413-tw#1495383262582#23959413-tw#1495694050177#23959413-tw#1498594453836#23959413-tw#1500920287204
[2] http://www.gettingsmart.com/2017/07/building-the-future-designing-with-purpose/
[2] http://workingattheedge.org/2016/08/27/journey-transform-learning-starts/
[2] https://shiftyourparadigm.org/learner-centered-leaders-have-an-audacious-future-focused-vision/

Top Domains
Top Domains in Tweet in Entire Graph:
[401] twitter.com
[230] ow.ly
[96] paper.li
[68] theedadvocate.org
[45] teachthought.com
[45] co.uk
[44] trib.al
[32] weareteachers.com
[28] edutopia.org
[26] gettingsmart.com

Top Domains in Tweet in G1:
[193] ow.ly
[8] twitter.com
[7] owl.li
[6] nytimes.com
[4] eschoolnews.com
[2] kqed.org
[2] fetc.org
[2] lynsharratt.com
[1] thedrwillshow.com
[1] gettingsmart.com

Top Domains in Tweet in G2:
[35] trib.al
[21] twitter.com
[10] edutopia.org
[10] theglobalreadaloud.com
[9] pernillesripp.com
[7] teachthought.com
[7] ow.ly
[6] kqed.org
[6] wegrowteachers.com
[4] davidgeurin.com

Top Domains in Tweet in G3:
[67] theedadvocate.org
[62] twitter.com
[25] teachthought.com
[10] edsurge.com
[10] thepaperlesstrail.com
[8] paper.li
[5] kqed.org
[5] edweek.org
[5] economist.com
[5] com.es

Top Domains in Tweet in G4:
[38] twitter.com
[6] ascd.org
[6] ow.ly
[4] wordpress.com
[3] google.com
[2] org.uk
[2] weebly.com
[2] edtech4beginners.com
[2] teacherrebootcamp.com
[2] esllibrary.com

Top Domains in Tweet in G5:
[47] twitter.com
[33] paper.li
[7] theguardian.com
[6] edcentral.uk
[5] elearningindustry.com
[4] coolcatteacher.com
[4] elearningtags.com
[4] ebay.com
[3] co.uk
[3] gettingsmart.com

Top Domains in Tweet in G6:
[16] twitter.com
[8] davidgeurin.com
[4] harvard.edu
[4] google.com
[4] catlintucker.com
[3] teachthought.com
[3] paper.li
[3] teachonomy.com
[2] kqed.org
[2] educationdive.com

Top Domains in Tweet in G7:
[33] twitter.com
[13] zazzle.com
[11] ednewsdaily.com
[10] mattharrisedd.com
[10] co.uk
[8] 2peasandadog.com
[8] tweetedtimes.com
[6] teachthought.com
[6] edsurge.com
[6] newtechnetwork.org

Top Domains in Tweet in G8:
[14] twitter.com
[3] ow.ly
[2] davidgeurin.com
[1] thedailytimes.com
[1] nytimes.com

Top Domains in Tweet in G9:
[29] weareteachers.com
[19] cultofpedagogy.com
[7] teachingchannel.org
[6] twitter.com
[3] ow.ly
[2] thoughtcatalog.com
[1] teachwire.net
[1] innovatemyschool.com
[1] edutopia.org
[1] bit.ly

Top Domains in Tweet in G10:
[14] twitter.com
[8] weforum.org
[5] gettingsmart.com
[5] workingattheedge.org
[3] t.co
[3] tltalkradio.org
[3] gotomeeting.com
[2] kqed.org
[2] edutopia.org
[2] shiftyourparadigm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2056] edchat
[670] edtech
[379] education
[160] elearning
[110] k12
[109] ukedchat
[78] engchat
[71] teachers
[64] aussieed
[63] learning



Top Hashtags in Tweet in G1:
[205] edchat
[41] edtech
[18] reading
[17] engagement
[15] parenting
[15] growthmindset
[12] education
[11] eduleader
[10] literacy
[10] schedule

Top Hashtags in Tweet in G2:
[195] edchat
[47] edtech
[14] futuredriven
[13] kidsdeserveit
[12] equity
[11] joyfulleaders
[10] gra17
[8] ila
[8] ncte
[7] tlap

Top Hashtags in Tweet in G3:
[317] edchat
[225] edtech
[64] k12
[49] education
[40] learning
[35] teachers
[33] growthhacking
[32] marketing
[24] elearning
[23] klenfuego

Top Hashtags in Tweet in G4:
[181] edchat
[113] education
[113] edtech
[106] elearning
[65] engchat
[40] ukedchat
[40] satchat
[37] mathchat
[14] sltchat
[10] sunchat

Top Hashtags in Tweet in G5:
[167] edchat
[38] edtech
[22] education
[15] ukedchat
[8] dyslexia
[7] teachers
[6] k12
[5] aussieed
[4] learning
[4] school

Top Hashtags in Tweet in G6:
[97] edchat
[22] joyfulleaders
[21] leadupchat
[16] education
[10] kidsdeserveit
[6] teachermyth
[5] edtech
[5] tlap
[5] txed
[5] teaching

Top Hashtags in Tweet in G7:
[196] edchat
[81] education
[63] edtech
[29] aussieed
[25] ukedchat
[12] learning
[12] highschool
[11] elearning
[11] edtechchat
[11] entrepreneur

Top Hashtags in Tweet in G8:
[64] edchat
[30] education
[11] edtech
[9] leadupchat
[8] bekindedu
[5] satchat
[4] kidsdeserveit
[3] tlap
[3] joyfulleaders
[3] ukedchat

Top Hashtags in Tweet in G9:
[58] edchat
[9] elachat
[8] teacherlife
[7] teachingstrategies
[7] 21stedchat
[7] profdev
[6] k12
[6] teaching
[6] kidsdeserveit
[5] crosscurricular

Top Hashtags in Tweet in G10:
[66] edchat
[13] deeperlearning
[12] edpolicy
[9] satchat
[9] leadupchat
[6] work
[6] edadmin
[5] k12
[5] edtech
[5] suptchat

Top Words
Top Words in Tweet in Entire Graph:
[1577] Words in Sentiment List#1: Positive
[476] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[38610] Non-categorized Words
[40663] Total Words
[2060] edchat
[682] edtech
[448] education
[315] teachers
[314] learning

Top Words in Tweet in G1:
[205] edchat
[181] mindshiftkqed
[57] students
[43] school
[42] kids
[41] edtech
[33] back
[32] learning
[26] many
[24] more

Top Words in Tweet in G2:
[195] edchat
[82] davidgeurin
[64] edutopia
[54] great
[47] teachers
[47] edtech
[33] school
[31] students
[29] learning
[24] habits

Top Words in Tweet in G3:
[317] edchat
[231] edtech
[87] learning
[71] teachers
[64] k12
[62] education
[50] students
[40] school
[33] growthhacking
[32] classroom

Top Words in Tweet in G4:
[181] edchat
[117] education
[113] edtech
[106] elearning
[77] alex_corbitt
[65] engchat
[40] ukedchat
[40] satchat
[37] mathchat
[26] classroom

Top Words in Tweet in G5:
[169] edchat
[38] edtech
[35] latest
[33] education
[28] learning
[19] daily
[15] ukedchat
[14] school
[14] teachers
[12] dyslexia

Top Words in Tweet in G6:
[97] edchat
[67] justintarte
[42] tier
[32] teachers
[31] 1
[30] intervention
[30] instruction
[30] jeffhiseredu
[27] kids
[22] focus

Top Words in Tweet in G7:
[196] edchat
[87] education
[67] edtech
[30] learning
[29] aussieed
[25] ukedchat
[20] teachers
[17] students
[16] teaching
[14] classroom

Top Words in Tweet in G8:
[64] edchat
[48] loudlearning
[32] teachers
[32] education
[27] students
[16] 1
[16] great
[15] inspire
[14] teacher
[14] truth

Top Words in Tweet in G9:
[58] edchat
[24] weareteachers
[20] teaching
[13] cultofpedagogy
[13] way
[9] elachat
[9] work
[8] classroom
[8] students
[8] teacherlife

Top Words in Tweet in G10:
[66] edchat
[21] imported_fun
[13] deeperlearning
[12] edpolicy
[11] tedfujimoto
[11] 8
[10] one
[10] open
[9] satchat
[9] leadupchat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[209] edchat,edtech
[196] edtech,edchat
[190] edchat,education
[97] elearning,edtech
[89] education,elearning
[85] education,edchat
[63] edtech,engchat
[54] ukedchat,edchat
[52] learning,edchat
[48] daily,thanks

Top Word Pairs in Tweet in G1:
[19] learning,edchat
[17] year,edchat
[17] mindshiftkqed,many
[16] first,days
[16] days,set
[16] set,tone
[16] tone,role
[16] role,student
[16] student,thought
[16] thought,questions

Top Word Pairs in Tweet in G2:
[37] edchat,edtech
[28] edutopia,edchat
[24] great,teachers
[24] teachers,great
[24] great,habits
[24] habits,edutopia
[23] davidgeurin,great
[12] equity,matter
[12] matter,schools
[12] schools,child

Top Word Pairs in Tweet in G3:
[93] edchat,edtech
[77] edtech,edchat
[32] teachers,k12
[31] k12,growthhacking
[31] growthhacking,marketing
[31] marketing,edtech
[27] edchat,k12
[22] edchat,learning
[18] help,students
[17] learning,klenfuego

Top Word Pairs in Tweet in G4:
[108] edchat,education
[85] elearning,edtech
[84] education,elearning
[56] edtech,engchat
[27] engchat,mathchat
[19] edtech,satchat
[15] woodard_julie,edchat
[15] education,edtech
[15] edtech,elearning
[15] 10,characteristics

Top Word Pairs in Tweet in G5:
[28] edtech,edchat
[10] ukedchat,edchat
[9] daily,edchat
[9] edchat,education
[8] latest,lps
[8] lps,mathematics
[8] mathematics,daily
[8] daily,news
[5] learning,edchat
[5] edchat,ukedchat

Top Word Pairs in Tweet in G6:
[30] tier,1
[24] 1,instruction
[18] edchat,leadupchat
[14] intervention,way
[14] way,out
[14] out,ineffective
[14] ineffective,tier
[14] instruction,edchat
[13] justintarte,intervention
[12] schools,focus

Top Word Pairs in Tweet in G7:
[50] education,edchat
[23] edtech,education
[21] ukedchat,edchat
[20] edchat,aussieed
[17] edchat,education
[12] edtech,edchat
[12] edchat,highschool
[11] edtechchat,edchat
[11] education,entrepreneur
[8] edtech,elearning

Top Word Pairs in Tweet in G8:
[25] edchat,education
[15] great,teachers
[12] teachers,inspire
[12] inspire,students
[12] students,believe
[8] difference,edchat
[7] teaching,truth
[7] truth,best
[7] best,1
[7] 1,1

Top Word Pairs in Tweet in G9:
[7] videos,changed
[7] changed,way
[7] way,think
[7] think,teaching
[7] teaching,edchat
[7] edchat,21stedchat
[6] weareteachers,videos
[5] elachat,edchat
[5] 5,common
[5] common,teaching

Top Word Pairs in Tweet in G10:
[18] imported_fun,edchat
[8] deeperlearning,edpolicy
[6] skills,employers
[6] employers,value
[6] value,graduates
[6] graduates,work
[6] work,edchat
[6] edchat,deeperlearning
[6] edchat,leadupchat
[6] leadupchat,edadmin

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@davidgeurin
@alex_corbitt
@justintarte
@edutopia
@loudlearning
@jeffhiseredu
@teachthought
@lynch39083
@weareteachers

Top Mentioned in G1:
@mindshiftkqed
@sylviaduckworth
@hechingerreport
@nytimes
@dfkris
@lindaflanagan2
@eschoolnews
@sirkenrobinson
@ulrichboser
@hithisischris

Top Mentioned in G2:
@davidgeurin
@edutopia
@pernilleripp
@mindshiftkqed
@web20classroom
@teachthoughtpd
@aaron_hogan
@bjohnsonedu
@drmarciatate
@justintarte

Top Mentioned in G3:
@lynch39083
@teachthought
@attainthegain
@missgenrique
@thinkm2
@shakeuplearning
@skymazef3
@eraser
@makerspaces_com
@learnography

Top Mentioned in G4:
@alex_corbitt
@edtechteam
@woodard_julie
@mindshiftkqed
@gcouros
@dominicwalliman
@ictevangelist
@impactwales
@jackiegerstein
@mrbadura

Top Mentioned in G5:
@lessontoolbox

Top Mentioned in G6:
@justintarte
@jeffhiseredu
@davidgeurin
@bethhill2829
@nalang1
@catlin_tucker
@simonsinek
@cpoole27
@supt_jordan
@uknowhgse

Top Mentioned in G7:
@thomascmurray
@teacherchalky1
@mattharrisedd
@multi_ling_mat
@innovatemyschl
@youtube
@audreyoclair
@trainingeffect
@zeinachalich
@auslessons

Top Mentioned in G8:
@loudlearning
@wes_kieschnick
@nowakro
@mindshiftkqed
@score4schools
@bc_schools
@jeffhiseredu
@justintarte
@edulastic
@attainthegain

Top Mentioned in G9:
@weareteachers
@cultofpedagogy
@teachingchannel
@missnikkiin5th
@mindshiftkqed
@justintarte
@teachwire
@innovatemyschl
@edutopia
@audioenhancemnt

Top Mentioned in G10:
@imported_fun
@tedfujimoto
@ziegeran
@shanghaibean
@tedtalks
@basecampne
@allison_zmuda
@hwjcindy
@mindshiftkqed
@davos

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@jamesroy
@celebrainltd
@aprendergamedev
@startuprealtime
@ericdemarylebon
@eraser
@cherrymischivus
@beingexample
@edgametec

Top Tweeters in G1:
@nytimes
@indystar
@iamdrwill
@loveletters0716
@isisdawonder
@coolcatteacher
@mommyoak
@scifri
@sylviaduckworth
@snewco

Top Tweeters in G2:
@curationtraffic
@web20classroom
@ncte
@pernilleripp
@edutopia
@aaron_hogan
@cecilia_bocking
@bibliosophus
@davidgeurin
@tavia_clark

Top Tweeters in G3:
@jamesroy
@ericdemarylebon
@eraser
@lynch39083
@patrickarrelle
@tekieboard
@hulyacayir
@jakwit
@dailyedtechnews
@3dprintmonkey

Top Tweeters in G4:
@shellterrell
@mdawriter
@ictevangelist
@gcouros
@google
@jackiegerstein
@assistsuparea4
@q2ksjibg21cmq08
@burgess_shelley
@mrbadura

Top Tweeters in G5:
@celebrainltd
@wsoeldner
@jebsource
@waynedenner
@realstrongmama
@teachermarija
@heidisiwak
@plugusin
@mark_quinn
@mesterman

Top Tweeters in G6:
@burgessdave
@justintarte
@bethhill2829
@jennifer_hogan
@principalogg
@gregbagby
@dwight_carter
@nalang1
@shannapeeples
@juliedavisedu

Top Tweeters in G7:
@beingexample
@edgametec
@thomascmurray
@deputymitchell
@e_sheninger
@rdene915
@trianglemancsd
@newtechnetwork
@rosscoops31
@zeinachalich

Top Tweeters in G8:
@advocatamy1
@leearaoz
@sistercarolyn7
@janettefuller
@score4schools
@millerbev
@milfordschools
@james_c_dean
@rockmadholland
@remhuck

Top Tweeters in G9:
@em_nice
@abdulhafiz_b
@weareteachers
@oshea_marie
@teachingchannel
@vinayk_s
@cultofpedagogy
@principal05
@mrcourington53
@firstnews_teach

Top Tweeters in G10:
@thelifesway
@airwolf28
@barretoj32
@imported_fun
@thatgirlgenius
@marymaryregan
@classtechtips
@murraynormski77
@ziegeran
@davos