edchat, Twitter, 10/4/2021 1:52:35 PM, 263627


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edchat_2021-10-04_03-15-33.xlsx
edchat_2021-10-04_03-15-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 04, 2021
Short Description:
edchat via NodeXL https://bit.ly/3uBLNNE
@tcea
@mindfuldesserts
@jc_james_clark
@scalarhumanity
@catlin_tucker
@education_24x7
@e_sheninger
@elmagazine
@leeannjung
@newsneus

Top hashtags:
#edchat
#learning
#edtech
#edutwitter
#education
#teachertwitter
#k12
#teaching

Description:
Description
The graph represents a network of 5,370 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 Monday, 04 October 2021 at 10:27 UTC.

The requested start date was Monday, 04 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 5-day, 5-hour, 51-minute period from Tuesday, 28 September 2021 at 18:10 UTC to Monday, 04 October 2021 at 00:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 5370
Unique Edges : 4094
Edges With Duplicates : 12064
Total Edges : 16158
Number of Edge Types : 5
Mentions : 2536
Tweet : 1983
Retweet : 4670
MentionsInRetweet : 6824
Replies to : 145
Self-Loops : 2124
Reciprocated Vertex Pair Ratio : 0.0338755209033472
Reciprocated Edge Ratio : 0.06553114029385
Connected Components : 612
Single-Vertex Connected Components : 282
Maximum Vertices in a Connected Component : 3865
Maximum Edges in a Connected Component : 13667
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.999877
Graph Density : 0.00026675656824317
Modularity : 0.419235
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,370 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 Monday, 04 October 2021 at 10:27 UTC.

The requested start date was Monday, 04 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 5-day, 5-hour, 51-minute period from Tuesday, 28 September 2021 at 18:10 UTC to Monday, 04 October 2021 at 00:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : edchat
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[132] https://pin.it/1zbNYeA
[106] https://go.tcea.org/ntn
[86] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[79] https://www.thebeone.com/post/fixed-vs-growth-mindset
[69] https://pin.it/6f84v0q
[67] https://blog.tcea.org/strategizing-your-byot-part-3/
[59] https://fillingthepail.substack.com/p/is-cognitive-load-theory-just-like
[53] https://www.teachthought.com/pedagogy/reflective-teacher-reflective-teaching/?fbclid=IwAR0cTSmd6pb_EE2SaMHv-aSyp4akoCe99XSK9_89yK6qagau1U9kFTYy0mw
[47] https://mailchi.mp/numberella/newsletter
[26] https://learnography.wordpress.com/2021/09/30/every-body-gesture-has-specialized-meaning-and-function-in-the-anatomy-of-human-brain/

Top URLs in Tweet in G1:
[126] https://pin.it/1zbNYeA
[99] https://go.tcea.org/ntn
[77] https://www.thebeone.com/post/fixed-vs-growth-mindset
[67] https://pin.it/6f84v0q
[65] https://blog.tcea.org/strategizing-your-byot-part-3/
[51] https://www.teachthought.com/pedagogy/reflective-teacher-reflective-teaching/?fbclid=IwAR0cTSmd6pb_EE2SaMHv-aSyp4akoCe99XSK9_89yK6qagau1U9kFTYy0mw
[19] https://oodlu.org/
[13] https://www.theclassroomkey.com/2014/10/the-secret-life-of-teachers.html
[13] https://mailchi.mp/numberella/newsletter
[11] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html

Top URLs in Tweet in G2:
[21] https://www.bamradionetwork.com/teachers-are-leaving-what-can-we-do-lets-get-real/
[12] https://redirect.viglink.com?u=https%3A%2F%2Fpodcasts.apple.com%2Fus%2Fpodcast%2Fsecond-opinions-cathy-vatterott-peer-assessment%2Fid1529365406%3Fi%3D1000536716691%26itsct%3Dpodcast_box_link%26itscg%3D30200%26ls%3D1&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[12] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[12] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1
[9] http://engagucate.com/blog/classroom-management-strategies-for-digital-learning/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[8] https://seidlitzblog.org/2021/09/24/active-vs-passive-vocabulary-what-is-it/
[5] https://www.k12prospects.com/?utm_source=twitter&utm_medium=posting-image&utm_campaign=quick-facts&utm_content=textlink
[4] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link
[4] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[4] https://www.iste.org/professional-development/podcasts?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com

Top URLs in Tweet in G3:
[16] http://www.schoolnutritionandfitness.com/index.php?sid=3001080015290334
[5] https://iconohash.com:443/
[2] https://www.wsws.org/en/articles/2021/09/27/eric-s27.html
[2] https://m.tiktok.com/v/7012434962481728769.html?_d=secCgYIASAHKAESPgo8yiN7BCSaW4z5Qx6yQP5xCVxmHB3mohelQKUXKWel8GkN2v7uuE17IkXhBOK%2BO8QRXM8kmuXrJBsTeTL4GgA%3D&checksum=8fbddf0d459b366866e2dae3ab9727903271b86cf42d91411459ead013d8be38&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAsMn_91oC52EkbAjFb3KAXwds7V7Bd1XFkBTVOj3MRkL5xAI019p_KV3a1gBKSexa&share_app_id=1233&share_item_id=7012434962481728769&share_link_id=39104ABD-6135-4821-B2D0-13F060DC9104&source=h5_m×tamp=1632888623&tt_from=copy&u_code=dkkj02jl9k1bkm&user_id=7010608717171770369&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[2] https://www.popk.com/2020/11/15/digital-competence-and-digital-literacy-in-higher-education-research-systematic-review-of-concept-use/
[2] https://cattsireland.com/onlinetraining/courses/supporting-someone-with-asd-in-the-classroom/
[2] http://social.mradampe.com/LZJr6w8k?utm_sq=fny489poul&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/A5GHoH_o?utm_sq=fo9hf4pb7a&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/fpqSy_R4?utm_sq=fo97fjrtif&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/E4VPdSuK?utm_sq=fo8iqoow16&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts

Top URLs in Tweet in G4:
[59] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[16] http://esheninger.blogspot.com/2021/09/a-five-step-process-for-resolving.html
[13] https://www.ascd.org/el/articles/show-and-tell-a-video-column-why-do-students-disengage
[6] http://esheninger.blogspot.com/2021/04/using-feedback-to-create-culture-of.html
[5] https://www.ascd.org/el/articles/addressing-the-suffering-underneath
[5] http://paper.li/AriesCobb/1397995931
[4] http://www.ascd.org/Publications/Books/Overview/Teaching-with-Clarity.aspx
[4] https://esheninger.blogspot.com/2021/05/how-to-make-learning-stick.html
[3] https://inservice.ascd.org/small-shifts-in-teacher-talk-make-a-ig-difference/
[3] http://esheninger.blogspot.com/2021/08/disruptive-thinking-making-it-reality.html

Top URLs in Tweet in G5:
[3] https://www.ascd.org/el/articles/carla-shalaby-on-radically-inclusive-discipline
[3] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[3] https://www.grammarflip.com/writing-tips/100-words-every-expert-author-should-know
[2] https://www.ascd.org/el/articles/show-and-tell-a-video-column-why-do-students-disengage
[1] http://www.ascd.org/publications/educational-leadership/may17/vol74/num08/Shining-a-Light-on-Leadership.aspx
[1] https://www.ascd.org/el/compassionate-discipline
[1] https://www.ascd.org/el/articles/creating-powerful-principal-and-coach-partnerships
[1] https://www.ascd.org/blogs/building-the-endurance-to-lead
[1] https://www.ascd.org/el/articles/discipline-your-emotions
[1] https://www.ascd.org/el/articles/the-learning-zone-pull-versus-push-professional-development

Top URLs in Tweet in G6:
[9] https://tccolumbia.qualtrics.com/jfe/form/SV_6zXj4FOxxTkyVJI
[7] https://equip.learning.com/what-is-digital-equity
[5] https://www.smore.com/pd5rj
[5] https://timjwise.medium.com/students-deserve-the-truth-about-injustice-and-schools-should-teach-it-fdfc988cb133
[5] https://mailchi.mp/marzanoresearch/rel-central-sep-2021-newsletter-10931162
[4] https://www.gettingsmart.com/2021/09/22/a-vision-for-transformative-education/
[4] http://digitalequityforlearning.org/wp-content/uploads/2015/12/jgcc_opportunityforall.pdf
[4] https://usatoday.secondstreetapp.com/2021-Best-of-Humankind-Awards/gallery/303977511?group=398516
[3] https://quello.msu.edu/wp-content/uploads/2020/03/Broadband_Gap_Quello_Report_MSU.pdf
[3] https://twitter.com/home

Top URLs in Tweet in G7:
[22] https://learnography.wordpress.com/2021/09/30/every-body-gesture-has-specialized-meaning-and-function-in-the-anatomy-of-human-brain/
[21] https://www.amazon.com/Pecha-Kucha-English-Language-Teaching-ebook/dp/B00JPRUREI/ref=sr_1_1?s=books&ie=UTF8&qid=1549976286&sr=1-1&refinements=p_82:B007G9HJFM,p_n_feature_browse-bin:618073011
[17] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[10] https://learnography.wordpress.com/2021/09/28/learning-drives-of-students-brain-develop-from-the-high-definition-brainpage-modules-of-knowledge-transfer/
[6] https://learnography.wordpress.com/sourcebook/book-to-brain-knowledge-transfer/
[5] https://www.makerspaces.com/halloween-paper-circuit-projects/
[5] https://learnography.wordpress.com/2021/09/29/personalized-learning-transfer-means-book-to-brain-knowledge-transfer/
[4] https://goo.gl/nA2Yrn
[4] https://bitly.com/
[3] https://learnography.wordpress.com/2017/09/19/no-learnography-no-brain-growth/

Top URLs in Tweet in G8:
[3] https://www.10publications.com/blog/Building-Self-Awareness-to-Beat-Teacher-Burnout
[2] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[2] https://www.masscue.org/event/gettingiffywithit-2/?event_date=2021-10-07
[2] https://www.masscue.org/event/2021leadershipconference/
[1] https://twitter.com/jongordon11/status/1442816819081977857
[1] https://www.theclassroomkey.com/2014/10/the-secret-life-of-teachers.html
[1] https://r4j68.app.goo.gl/?link=https%3A%2F%2Fwww.podbean.com%2Fmedia%2Fshare%2Fpb-7t3x6-10f3d0c&utm_campaign=au_share_ep&utm_source=au_share&utm_medium=dlink&ct=au_share_ep&imv=670&amv=530&isi=973361050&ibi=com.podbean.app.podcast&ipbi=com.podbean.app.podcast&apn=com.podbean.app.podcast
[1] https://www.10publications.com/whats-best-for-kids
[1] https://shakeuplearning.com/blog/30-ways-to-use-google-forms-in-the-classroom-suls0125/

Top URLs in Tweet in G9:
[1] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[1] https://twitter.com/1stedresources/status/1443931203359236099
[1] https://twitter.com/edutopia/status/1439720209187803141
[1] https://twitter.com/teachergoals/status/1441126054404534274
[1] https://twitter.com/teachergoals/status/1439216992326651906
[1] https://twitter.com/teachergoals/status/1443631682385502221
[1] https://twitter.com/proffeynman/status/1443442436173299716
[1] https://twitter.com/e_sheninger/status/1444649209764974597
[1] https://twitter.com/zone_astronomy/status/1444592276995551232
[1] https://twitter.com/TCEA/status/1443141010750648331

Top URLs in Tweet in G10:
[5] https://www.thinkplandochicago.org/
[3] https://www.coolcatteacher.com/blended-learning-best-practices-during-the-pandemic-with-thomas-arnett/?utm_campaign=coschedule&utm_source=twitter&utm_medium=coolcatteacher&utm_content=Blended
[3] Learning
[3] Best
[3] Practices
[3] During
[3] the
[3] Pandemic
[3] with
[3] Thomas

Top Domains
Top Domains in Tweet in Entire Graph:
[263] twitter.com
[239] blogspot.com
[204] pin.it
[204] tcea.org
[130] thepaperlesstrail.com
[106] youtube.com
[85] substack.com
[79] thebeone.com
[71] oodlu.org
[71] wordpress.com

Top Domains in Tweet in G1:
[195] pin.it
[192] tcea.org
[77] thebeone.com
[70] blogspot.com
[69] oodlu.org
[55] teachthought.com
[51] edtechreview.in
[39] mzteachuh.org
[37] youtube.com
[37] google.com

Top Domains in Tweet in G2:
[49] twitter.com
[31] bamradionetwork.com
[30] careerarc.com
[24] viglink.com
[18] k12prospects.com
[16] youtube.com
[15] iste.org
[9] engagucate.com
[9] definedlearning.com
[9] edweek.org

Top Domains in Tweet in G3:
[32] twitter.com
[16] schoolnutritionandfitness.com
[14] mradampe.com
[11] 2peasandadog.com
[10] blogspot.com
[10] iconohash.com
[10] finnemoreconsulting.com
[8] co.uk
[7] youtube.com
[5] popk.com

Top Domains in Tweet in G4:
[106] blogspot.com
[32] ascd.org
[8] amazon.com
[7] eschoolnews.com
[6] twitter.com
[5] paper.li
[4] verizon.com
[4] solutiontree.com
[3] tcea.org
[2] socialstudies.org

Top Domains in Tweet in G5:
[12] ascd.org
[3] blogspot.com
[3] grammarflip.com
[2] twitter.com
[2] linkedin.com
[1] pin.it
[1] jotform.com
[1] tcea.org

Top Domains in Tweet in G6:
[14] k12dive.com
[9] qualtrics.com
[7] twitter.com
[7] learning.com
[6] wested.org
[5] smore.com
[5] medium.com
[5] mailchi.mp
[4] gettingsmart.com
[4] digitalequityforlearning.org

Top Domains in Tweet in G7:
[51] wordpress.com
[21] amazon.com
[20] edutopia.org
[8] drdouggreen.com
[5] makerspaces.com
[5] knowledgeworks.org
[4] goo.gl
[4] bitly.com
[2] gettingsmart.com
[2] eduporium.com

Top Domains in Tweet in G8:
[4] masscue.org
[4] 10publications.com
[2] blogspot.com
[1] twitter.com
[1] theclassroomkey.com
[1] goo.gl
[1] shakeuplearning.com

Top Domains in Tweet in G9:
[11] twitter.com
[3] globalonlineacademy.org
[1] blogspot.com
[1] thebeone.com

Top Domains in Tweet in G10:
[5] thinkplandochicago.org
[4] coolcatteacher.com
[3] twitter.com
[3] peardeck.com
[3] achievethecore.org
[2] edutopia.org
[2] startwithabook.org
[2] blogspot.com
[2] npr.org
[1] commonsense.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4971] edchat
[1282] learning
[1018] edtech
[905] edutwitter
[847] education
[582] teachertwitter
[470] k12
[342] teaching
[228] teachers
[214] ukedchat



Top Hashtags in Tweet in G1:
[1426] edchat
[1066] learning
[497] edutwitter
[491] edtech
[445] teachertwitter
[252] education
[231] teaching
[166] k12
[132] leadership
[106] globaled

Top Hashtags in Tweet in G2:
[494] edchat
[111] k12
[56] edtech
[44] learning
[34] education
[32] edutwitter
[27] highered
[19] teachers
[15] pbl
[15] redfored

Top Hashtags in Tweet in G3:
[404] edchat
[81] education
[41] edtech
[29] edutwitter
[28] teachers
[19] teachertwitter
[17] teaching
[17] learning
[16] k12
[16] teacher

Top Hashtags in Tweet in G4:
[210] edchat
[113] edutwitter
[71] suptchat
[26] cpchat
[26] learning
[21] education
[18] satchat
[17] edtech
[13] k12
[11] supchat

Top Hashtags in Tweet in G5:
[26] edchat
[4] edutwitter
[3] satchat
[3] suptchat
[3] learning
[3] elachat
[3] homeschooling
[3] shortontime
[3] schoolleader
[2] educoach

Top Hashtags in Tweet in G6:
[131] edchat
[86] education
[37] edtech
[32] k12
[26] digitaldivide
[17] learning
[11] teachertwitter
[10] edequity
[10] edutwitter
[9] teaching

Top Hashtags in Tweet in G7:
[143] edchat
[60] science
[57] research
[46] goals
[45] education
[42] teachers
[41] future
[40] success
[38] students
[38] k12

Top Hashtags in Tweet in G8:
[65] edchat
[24] boldschool
[22] wednesdaythought
[15] buildhopeedu
[12] joyfulleaders
[12] leadlap
[9] suptchat
[9] meow
[8] bekindedu
[8] education

Top Hashtags in Tweet in G9:
[75] edchat
[27] education
[19] growthmindset
[13] relationshift
[10] learning
[9] catherinebosley
[8] relationships
[6] empathy
[5] edutwitter
[5] gratitude

Top Hashtags in Tweet in G10:
[67] edchat
[22] edutwitter
[18] peardeck
[15] teachertwitter
[6] k12
[6] susancolton
[6] sschat
[5] peardeckchat
[5] edreform
[4] learning

Top Words
Top Words in Tweet in Entire Graph:
[4971] #edchat
[1282] #learning
[1192] students
[1119] tcea
[1018] #edtech
[905] #edutwitter
[847] #education
[660] more
[582] #teachertwitter
[554] learning

Top Words in Tweet in G1:
[1426] #edchat
[1066] #learning
[1006] tcea
[497] #edutwitter
[491] #edtech
[445] #teachertwitter
[252] #education
[231] #teaching
[169] mind
[166] #k12

Top Words in Tweet in G2:
[494] #edchat
[111] #k12
[103] student
[96] students
[89] voice
[74] school
[62] sgthomas1973
[56] #edtech
[54] more
[54] make

Top Words in Tweet in G3:
[403] #edchat
[81] #education
[80] students
[59] school
[54] more
[41] #edtech
[35] learning
[33] classroom
[32] education
[31] learn

Top Words in Tweet in G4:
[210] #edchat
[113] #edutwitter
[86] e_sheninger
[71] #suptchat
[66] ascd
[62] future
[59] setting
[59] stage
[59] current
[59] learner

Top Words in Tweet in G5:
[175] more
[136] elmagazine
[63] teachers
[60] learning
[58] control
[57] voice
[57] over
[57] growth
[57] indeed
[54] instead

Top Words in Tweet in G6:
[131] #edchat
[86] #education
[43] matthiefield
[37] #edtech
[33] learning
[32] #k12
[29] students
[26] #digitaldivide
[25] more
[23] school

Top Words in Tweet in G7:
[143] #edchat
[68] knowledge
[60] #science
[58] brain
[58] transfer
[57] #research
[54] learning
[46] #goals
[46] learnography
[45] #education

Top Words in Tweet in G8:
[76] something
[65] #edchat
[55] wes_kieschnick
[40] success
[40] nowakro
[32] reduced
[30] great
[30] leaders
[30] mastery
[30] measurable

Top Words in Tweet in G9:
[95] leader
[94] think
[75] #edchat
[56] being
[54] drmarciatate
[51] someone
[50] re
[49] important
[49] focuses
[48] good

Top Words in Tweet in G10:
[67] #edchat
[39] students
[25] designed
[23] peardeck
[22] #edutwitter
[19] teacher2teacher
[18] #peardeck
[16] pear
[16] hooray
[15] #teachertwitter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[644] #edchat,#edutwitter
[415] #learning,#edchat
[352] #edtech,#edchat
[281] #edchat,#edtech
[259] #edchat,#teachertwitter
[243] #education,#edchat
[194] #edchat,#learning
[177] #edchat,#k12
[175] #edchat,#education
[145] growth,mindset

Top Word Pairs in Tweet in G1:
[425] #edchat,#edutwitter
[372] #learning,#edchat
[215] #edchat,#teachertwitter
[152] #edchat,#learning
[139] #edchat,#edtech
[137] growth,mindset
[135] #learning,#teachertwitter
[131] #leadership,#edchat
[130] tcea,strategies
[130] executive,functioning

Top Word Pairs in Tweet in G2:
[45] student,voice
[41] #edchat,#k12
[31] bamradionetwork,listen
[27] #edtech,#edchat
[19] ritawirtz,published
[19] published,episode
[19] episode,#2
[19] #2,let's
[19] let's,lrobbteacher
[18] support,student

Top Word Pairs in Tweet in G3:
[17] #edchat,#education
[17] 2021,22
[16] #edtech,#edchat
[16] little,lake
[16] lake,csd
[15] #education,#edchat
[14] #googleei,#googleet
[14] #mradampe,#pegeeks
[14] #physed,#pechat
[14] #pechat,#googleei

Top Word Pairs in Tweet in G4:
[100] #edchat,#edutwitter
[67] #edutwitter,#suptchat
[59] setting,stage
[59] stage,current
[59] current,future
[59] future,learner
[59] learner,success
[58] success,#edchat
[56] e_sheninger,setting
[53] #suptchat,#

Top Word Pairs in Tweet in G5:
[58] more,teachers
[57] teachers,voice
[57] voice,learning
[57] learning,more
[57] more,control
[57] control,over
[57] over,growth
[57] growth,indeed
[57] indeed,more
[56] elmagazine,more

Top Word Pairs in Tweet in G6:
[31] #education,#edchat
[29] #edchat,#edtech
[13] #edchat,#education
[13] using,data
[11] #edtech,#education
[11] cell,phone
[11] phone,connectivity
[10] #education,#learning
[9] beavertonsd,deliberately
[9] deliberately,reports

Top Word Pairs in Tweet in G7:
[50] #science,#research
[43] #research,#goals
[42] knowledge,transfer
[41] #goals,#future
[40] #edchat,#success
[39] #teachers,#edchat
[39] #success,#education
[37] #future,#diy
[37] #diy,#teachers
[37] #education,#students

Top Word Pairs in Tweet in G8:
[30] something,something
[30] mastery,reduced
[30] reduced,measurable
[30] measurable,success
[30] success,exists
[30] exists,beyond
[30] beyond,grades
[30] grades,percentages
[30] percentages,data
[30] data,points

Top Word Pairs in Tweet in G9:
[47] think,being
[47] being,leader
[47] leader,means
[47] means,re
[47] re,important
[47] important,one
[47] one,think
[47] think,again
[47] again,good
[47] good,leader

Top Word Pairs in Tweet in G10:
[16] #edchat,#edutwitter
[14] peardeck,hooray
[13] designed,children
[13] children,ages
[13] ages,10
[13] 10,modified
[13] modified,younger
[13] younger,older
[13] older,students
[13] students,activities

Top Replied-To
Top Replied-To in Entire Graph:
@sgthomas1973
@dennisdill
@tomwhitby
@tool_dad
@mssackstein
@libby_educ
@harveyalvy1
@mpanzarella_
@jaredbfries
@oldbay84

Top Replied-To in G1:
@courosa
@tcea
@washingtonpost
@shellterrell
@mjmadda

Top Replied-To in G2:
@sgthomas1973
@dennisdill
@tomwhitby
@mssackstein
@tool_dad
@libby_educ
@harveyalvy1
@mpanzarella_
@jjhardaway
@jaredbfries

Top Replied-To in G3:
@cobs_firsbrook

Top Replied-To in G6:
@bobosphere
@edtechweek

Top Replied-To in G10:
@neatoday

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@elmagazine
@tnvora
@pathwy2success
@e_sheninger
@tarynhauritz
@john_hattie
@leeannjung
@catlin_tucker
@ascd

Top Mentioned in G1:
@tcea
@tnvora
@pathwy2success
@tarynhauritz
@john_hattie
@mrshowell24
@the_be_one
@mguhlin
@theshineapp
@sylviaduckworth

Top Mentioned in G2:
@sgthomas1973
@bamradionetwork
@ritawirtz
@tomwhitby
@erobbprincipal
@harveyalvy1
@iste
@tcea
@mssackstein
@lrobbteacher

Top Mentioned in G3:
@2peasandadog
@mradampe
@griffin_ot
@cattsireland
@j_em_bee
@spalsorg
@mdrechsler

Top Mentioned in G4:
@e_sheninger
@ascd
@tcea
@balancedteacher
@vivgrant
@solutiontree
@andrea_trudeau
@ncssnetwork
@verizon
@shepard_lc

Top Mentioned in G5:
@elmagazine
@a_rebora
@carlashalaby
@ascd
@umich
@e_sheninger
@tcea
@scholaio
@sweeneydiane
@dfishersdsu

Top Mentioned in G6:
@matthiefield
@k12divenews
@beavertonsd
@relcentral
@attendanceworks
@ielconnects
@lrnchat
@wested
@beavertonsdoei
@greenberg8174

Top Mentioned in G7:
@learnography
@edutopia
@tcea
@zeid_factor
@profesortbaker
@smerrill777
@drdouggreen
@getting_smart
@makerspaces_com
@eduporium

Top Mentioned in G8:
@wes_kieschnick
@nowakro
@wadestanford
@drmattgutierrez
@markbarnes19
@joe_sanfelippo
@masscue
@kgainerteacher
@e_sheninger
@mrserinfisher

Top Mentioned in G9:
@drmarciatate
@erik_youngman
@cbosley19
@swivl
@tcea
@sandra_donaghue
@goalearning
@pjcpete
@wes_kieschnick
@leeannjung

Top Mentioned in G10:
@peardeck
@teacher2teacher
@achievethecore
@victoriathetech
@jazminelfrias
@chigrrll
@susancolton2
@neatoday
@loudlearning
@npratc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@bella623
@judehaste_write
@celebrainltd
@iartg
@coopmike48
@fernand55916148
@sandradunn1955

Top Tweeters in G1:
@coopmike48
@muntherantoun
@washingtonpost
@pythonexpertbot
@fywowza
@getiftech
@fourcornersrock
@mzteachuh
@neleti_com
@nancyosborne180

Top Tweeters in G2:
@marshawright
@forgerat
@procm2
@learnteachwin
@mssackstein
@larryferlazzo
@allesundnix_
@avivaloca
@rdene915
@shiftparadigm

Top Tweeters in G3:
@mdrechsler
@lookforsun
@blocht574
@iconohash
@wsws_updates
@edwindearborn
@rosaisiah
@rimwellc
@worldlillie
@idarknight

Top Tweeters in G4:
@marcelamomberg
@stem_nastics
@solmullersch
@mgcjusa
@torivojobs
@web20classroom
@thomascmurray
@anttheking
@tonysinanis
@e_sheninger

Top Tweeters in G5:
@casalasv
@lewis1jj
@rosscoops31
@diversitymusing
@umich
@bronwynwrites
@attractivebeing
@lindiwematlali
@jogle2127
@violetargamez

Top Tweeters in G6:
@estarianne
@jfsebastian146
@mashable
@forbes
@education_24x7
@smartecocity
@elianatardio
@gcouros
@joe4rialtousd
@janebozarth

Top Tweeters in G7:
@chidambara09
@iartg
@jchapman1729
@profesortbaker
@lawrence_wray
@theeconomist
@basakaylap
@kjwatersauthor
@bookduke
@blkhwk0ps

Top Tweeters in G8:
@annaxlgxts
@bethhill2829
@wadestanford
@skymazef3
@markbarnes19
@8amber8
@johnccarver
@joe_sanfelippo
@businessolhs
@rlfreedm

Top Tweeters in G9:
@fernand55916148
@dianadi58
@gregbjenkins
@darlene35084473
@erik_youngman
@apexcrazy
@mctownsley
@rickwormeli2
@mjmcalliwrites
@inclusionallies

Top Tweeters in G10:
@dropoutnation
@abc
@ft
@medpierre
@npr
@teacher2teacher
@mprnews
@coolcatteacher
@markjwestpfahl
@krissymom2


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