edchat, Twitter, 4/4/2022 9:38:35 PM, 274301


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edchat_2022-04-04_03-15-33.xlsx
edchat_2022-04-04_03-15-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 04, 2022
Short Description:
edchat via NodeXL https://bit.ly/3DGEybZ
@tcea
@erik_youngman
@toddwhitaker
@mindfuldesserts
@jc_james_clark
@scalarhumanity
@brianmendler
@educationbnb
@allaboutthepact
@teacher2teacher

Top hashtags:
#edchat
#education
#edtech
#edutwitter
#learning
#teachers
#k12

Description:
Description
The graph represents a network of 5,367 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 April 2022 at 10:24 UTC.

The requested start date was Monday, 04 April 2022 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, 13-hour, 1-minute period from Tuesday, 29 March 2022 at 10:58 UTC to Monday, 04 April 2022 at 00:00 UTC.

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

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

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 5367
Unique Edges : 3498
Edges With Duplicates : 11837
Total Edges : 15335
Number of Edge Types : 5
Retweet : 4846
MentionsInRetweet : 6388
Tweet : 1904
Mentions : 2097
Replies to : 100
Self-Loops : 2113
Reciprocated Vertex Pair Ratio : 0.0392240764512908
Reciprocated Edge Ratio : 0.0754872357946747
Connected Components : 583
Single-Vertex Connected Components : 261
Maximum Vertices in a Connected Component : 3813
Maximum Edges in a Connected Component : 12594
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.003433
Graph Density : 0.000252992066966021
Modularity : 0.433113
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,367 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 April 2022 at 10:24 UTC.

The requested start date was Monday, 04 April 2022 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, 13-hour, 1-minute period from Tuesday, 29 March 2022 at 10:58 UTC to Monday, 04 April 2022 at 00:00 UTC.

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

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

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:
[112] https://blog.tcea.org/six-mindfulness-activities/
[82] https://qaspire.com/2022/01/17/seven-accelerants-of-growth-to-help-you-succeed/
[80] https://blog.allaboutlearningpress.com/kinesthetic-learning/
[79] https://www.teachthought.com/education/essential-ingredients-project-based/
[54] https://edynamiclearning.com/5-effective-blended-learning-strategies/
[34] http://eltcation.myenglishdomain.com/2018/03/18/class-discussion-techniques-no-hiding-no-overpowering/
[33] https://podcasts.apple.com/us/podcast/virtue-signalling-is-good-jimmy-casas-confirm-what/id1529365406?i=1000555432189&itscg=30200&itsct=podcast_box_link&ls=1
[31] https://www.valentinaesl.com/blog/22-things-educators-can-do-now-to-support-multilingual-learners
[31] https://www.teachthought.com/critical-thinking/3-modes-of-thought-divergent-convergent-thinking/
[30] https://oodlu.org/

Top URLs in Tweet in G1:
[110] https://blog.tcea.org/six-mindfulness-activities/
[78] https://qaspire.com/2022/01/17/seven-accelerants-of-growth-to-help-you-succeed/
[75] https://www.teachthought.com/education/essential-ingredients-project-based/
[72] https://blog.allaboutlearningpress.com/kinesthetic-learning/
[50] https://edynamiclearning.com/5-effective-blended-learning-strategies/
[30] https://www.valentinaesl.com/blog/22-things-educators-can-do-now-to-support-multilingual-learners
[29] https://www.teachthought.com/critical-thinking/3-modes-of-thought-divergent-convergent-thinking/
[20] https://www.cultofpedagogy.com/graphic-organizer/?utm_medium=social&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=335219314_10115820_345375
[13] https://blog.tcea.org/preventing-interruptions-elementary/
[8] https://exstemsions.com/blog/7qscriticalthinking?utm_medium=social&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=613823140_23486332_339609

Top URLs in Tweet in G2:
[33] https://podcasts.apple.com/us/podcast/virtue-signalling-is-good-jimmy-casas-confirm-what/id1529365406?i=1000555432189&itscg=30200&itsct=podcast_box_link&ls=1
[30] https://oodlu.org/
[22] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[22] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1
[19] http://bigeducationape.blogspot.com/2022/03/top-posts-this-week-saturday-march-26.html
[18] https://esheninger.blogspot.com/2022/04/shifting-our-focus.html
[12] https://oodlu.org
[11] http://esheninger.blogspot.com/2022/03/change-begins-with-you.html
[10] https://www.duoinspirations.com/math-resources.html
[10] https://importedfun.com/

Top URLs in Tweet in G3:
[2] https://amandayuill.com/boundaries-with-your-boss/
[1] https://blog.allaboutlearningpress.com/kinesthetic-learning/
[1] https://amandayuill.com/teachers-boundaries-with-parents/
[1] https://www.pembrokepublishers.com/book.cgi?isbn=9781551382982&utm_content=buffere57ea&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pembrokepublishers.com/book.cgi?isbn=9781551382982&utm_content=buffera9a8c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bigmarker.com/pembroke-publishers/Managing-Student-Behavior?utm_content=buffer1bfbe&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://mailchi.mp/pembrokepublishers/you-can-stop-the-stress
[1] https://www.pembrokepublishers.com/book.cgi?isbn=9781551382982&utm_content=buffer3f591&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bigmarker.com/pembroke-publishers/Managing-Student-Behavior?utm_content=buffer0f5ac&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://t.co/nMJlZ4yPU0

Top URLs in Tweet in G4:
[8] https://appt.link/frc-appointment
[6] https://tweetedtimes.com/JodiMos
[5] https://tweetedtimes.com/search/iKrips/en
[3] https://www.tes.com/teaching-resources/authors-exam-and-revision-trends
[3] https://www.teacherspayteachers.com:443/Sellers-Im-Following/Add/Teachheath
[2] http://community.bic.com
[2] https://bic-causewecare.socialmedialink.com/promo/g6q
[2] https://www.awarenessdays.com/
[2] https://www.myedvantage.org/math-advantage-online-summer-camp
[2] https://www.teachermagazine.com/in_en/articles/infographic-learning-about-other-countries-and-cultures?utm_source=Social&utm_medium=Twitter&utm_campaign=SocialMedia

Top URLs in Tweet in G5:
[8] https://okcfox.com/news/nation-world/transparency-bills-would-force-teachers-to-post-all-lesson-materials-online
[8] https://www.washingtonpost.com/education/2022/03/02/transparency-curriculum-teachers-parents-rights/
[8] https://www.forbes.com/sites/nataliewexler/2022/03/17/we-need-curriculum-transparency-but-not-the-kind-some-state-bills-would-require/?sh=7ebf1ae947aa
[6] https://www.k12dive.com/news/we-want-to-hear-about-your-school-districts-rising-leaders/620759/
[4] https://www.edweek.org/leadership/opinion-mental-health-crises-are-bombarding-our-schools-heres-what-we-can-do/2022/03?utm_source=tw&utm_medium=soc&utm_campaign=edit
[4] https://vivaglammagazine.com/how-to-be-a-safe-online-dater/
[4] https://edujobsinpgh.blogspot.com/2022/03/manager-curriculum-design-literacy.html
[4] https://www.nextgenlearning.org/news/7-brave-choices-for-your-school-district-and-community
[3] https://www.edweek.org/leadership/the-real-reasons-kids-arent-reading-more/2022/03?utm_source=tw&utm_medium=soc&utm_campaign=edit
[3] https://www.edweek.org/leadership/school-shootings-this-year-how-many-and-where/2022/01?utm_source=tw&utm_medium=soc&utm_campaign=edit

Top URLs in Tweet in G6:
[1] http://esheninger.blogspot.com/2021/10/seeking-out-feedback.html
[1] https://blog.allaboutlearningpress.com/kinesthetic-learning/

Top URLs in Tweet in G7:
[3] https://www.teachthought.com/education/essential-ingredients-project-based/
[3] https://blog.allaboutlearningpress.com/kinesthetic-learning/
[2] https://twitter.com/LitROCK_taylor/status/1491198803965530113
[2] https://register.gotowebinar.com/#register/6926712570291124235
[1] https://www.rethinkmathteacher.com/inspire-students-to-love-math/
[1] https://spencerauthor.com/empower-scaffolds/
[1] https://www.instagram.com/accounts/login/?next=/p/CbtINyKsJ3F/
[1] https://twitter.com/miss_aird/status/1503496019127922688
[1] https://edynamiclearning.com/5-effective-blended-learning-strategies/
[1] https://www.smore.com/etswp

Top URLs in Tweet in G8:
[7] https://www.youtube.com/watch?v=sfkkKKGi990

[5] http://brenhamtechdaily.blogspot.com/2022/03/wow-wednesday-screenpal.html
[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3801_how_use_dictionary_google_docs.htm
[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3802_best_educational_apps_learn_sign_language_ios__android.htm
[4] http://brenhamtechdaily.blogspot.com/2022/03/tuesday-tech-with-troy-stoke-deck.html
[4] https://ictevangelist.com/50-popular-hashtags-to-help-develop-your-professional-learning/
[3] https://overlayfactsheet.com/
[3] https://www.netsupportsoftware.com/20220330our-ceo-al-kingsley-has-just-featured-on-another-great-podcast/
[3] https://content.schoolsims.com/linkedin-panel-discussion
[2] https://www.packback.co/?utm_source=fb_page&utm_medium=ITLC-Lilly&utm_campaign=publer

Top URLs in Tweet in G9:
[25] http://eltcation.myenglishdomain.com/2018/03/18/class-discussion-techniques-no-hiding-no-overpowering/
[10] https://docs.google.com/presentation/d/1nGSlKdgYSTKyZYwFR5xkND-3aCPJKY7Scpf2-KJAISY/edit?usp=sharing
[4] https://podcasts.apple.com/us/podcast/control-the-chaos-edu/id1608364842?i=1000554907130
[2] https://www.youtube.com/watch?v=96lvf06NJNI

[2] https://edynamiclearning.com/5-effective-blended-learning-strategies/
[2] https://createdreamexplore.com/2021/01/classroom-video-activity/
[2] https://podcasts.apple.com/us/podcast/this-american-life/id201671138?i=1000553891327
[1] https://www.simplycoachingsummit.com/?ref=https%3A%2F%2Fwww.simplycoachingsummit.com%2Fa%2F19590%2FaLxm3HJX
[1] https://youtu.be/j0CZHj1A5Vg
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1_w2GdePizrGHWUakF8EG_3yT6d90UsTpdStrPGEBUvM/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1_w2GdePizrGHWUakF8EG_3yT6d90UsTpdStrPGEBUvM/edit?usp%3Dsharing<mpl=slides

Top URLs in Tweet in G10:
[22] https://otessa.org/2022/
[4] https://www.eventbrite.com/e/tbl-fundamentals-series-jun-2022-tickets-186428090437?utm_content=202441136&utm_medium=social&utm_source=twitter&hss_channel=tw-3955458734
[3] https://edtechreview.in/aws-for-education/events-articles/5604-global-edtech-trends-guide-online-distance-learning-ebook
[3] https://julnet.swoogo.com/tblc22/1878385?utm_content=202439335&utm_medium=social&utm_source=twitter&hss_channel=tw-3955458734
[2] https://www.surveymonkey.com/r/2022ASCDELNom
[2] https://associationsnow.com/2022/03/international-education-group-rolls-out-asynchronous-hybrid-conference/
[2] https://ascd.org/blogs/principal-kafele-on-developing-an-equity-mindset
[2] https://otessa.org/fees
[2] https://edtechreview.in/trends-insights/trends/5437-power-of-community-based-learning
[2] https://blog.heinemann.com/teaching-fortitude-to-support-writing-identity?utm_campaign=Prather&utm_content=202678610&utm_medium=social&utm_source=twitter&hss_channel=tw-44927150

Top Domains
Top Domains in Tweet in Entire Graph:
[278] twitter.com
[196] blogspot.com
[147] tcea.org
[123] teachthought.com
[87] oodlu.org
[84] qaspire.com
[82] youtube.com
[80] allaboutlearningpress.com
[67] co.uk
[59] amazon.com

Top Domains in Tweet in G1:
[140] tcea.org
[112] teachthought.com
[80] qaspire.com
[72] allaboutlearningpress.com
[50] edynamiclearning.com
[30] valentinaesl.com
[22] cultofpedagogy.com
[12] popk.com
[10] blogspot.com
[10] fouroclockfaculty.com

Top Domains in Tweet in G2:
[135] blogspot.com
[86] oodlu.org
[68] twitter.com
[42] internet4classrooms.com
[40] youtube.com
[34] apple.com
[33] careerarc.com
[23] shakeuplearning.com
[22] viglink.com
[21] definedlearning.com

Top Domains in Tweet in G3:
[3] amandayuill.com
[3] pembrokepublishers.com
[2] bigmarker.com
[1] allaboutlearningpress.com
[1] mailchi.mp
[1] t.co

Top Domains in Tweet in G4:
[36] twitter.com
[22] mradampe.com
[11] tweetedtimes.com
[8] youtube.com
[8] blogspot.com
[8] appt.link
[7] co.uk
[6] google.com
[6] socialmedialink.com
[5] teacherspayteachers.com

Top Domains in Tweet in G5:
[39] edweek.org
[23] edsource.org
[19] k12dive.com
[11] blogspot.com
[10] washingtonpost.com
[8] okcfox.com
[8] forbes.com
[7] twitter.com
[7] nextgenlearning.org
[4] knowledgeworks.org

Top Domains in Tweet in G6:
[1] blogspot.com
[1] allaboutlearningpress.com

Top Domains in Tweet in G7:
[4] twitter.com
[4] teachthought.com
[3] allaboutlearningpress.com
[2] gotowebinar.com
[1] rethinkmathteacher.com
[1] spencerauthor.com
[1] instagram.com
[1] edynamiclearning.com
[1] smore.com
[1] valentinaesl.com

Top Domains in Tweet in G8:
[28] teq.com
[13] blogspot.com
[13] twitter.com
[9] youtube.com
[8] teacheridea.com
[7] loc.gov
[7] schoolsims.com
[5] ictevangelist.com
[4] scholarlyteacher.com
[3] overlayfactsheet.com

Top Domains in Tweet in G9:
[25] myenglishdomain.com
[11] google.com
[6] apple.com
[6] catlintucker.com
[5] globalonlineacademy.org
[3] twitter.com
[2] youtube.com
[2] edynamiclearning.com
[2] createdreamexplore.com
[1] simplycoachingsummit.com

Top Domains in Tweet in G10:
[25] otessa.org
[20] edtechreview.in
[9] ascd.org
[8] twitter.com
[5] heinemann.com
[5] eventbrite.com
[3] bamradionetwork.com
[3] swoogo.com
[2] nassp.org
[2] surveymonkey.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4874] edchat
[1077] education
[955] edtech
[688] edutwitter
[668] learning
[630] teachers
[568] k12
[487] teachertwitter
[311] newteachertalk
[233] sel



Top Hashtags in Tweet in G1:
[783] edchat
[316] learning
[228] edutwitter
[205] teachertwitter
[114] sel
[106] podcastpd
[79] pbl
[78] k12
[71] teachers
[65] reading

Top Hashtags in Tweet in G2:
[1161] edchat
[433] edtech
[330] k12
[297] education
[189] redfored
[189] tbats
[184] learning
[141] engchat
[121] edreform
[106] literacy

Top Hashtags in Tweet in G3:
[309] edchat
[294] teachers
[293] education
[291] newteachertalk
[9] edutwitter
[6] tdsb
[6] substitutets
[6] profdev
[5] onlinelearning
[3] botm

Top Hashtags in Tweet in G4:
[366] edchat
[72] education
[45] edtech
[44] edutwitter
[35] teachers
[26] physed
[23] teachertwitter
[22] mradampe
[22] pegeeks
[22] pechat

Top Hashtags in Tweet in G5:
[197] edchat
[35] caedu
[34] k12
[16] ewopinion
[13] edtech
[10] teachertwitter
[8] homelessness
[8] edpolicy
[8] eddata
[8] nt2t

Top Hashtags in Tweet in G6:
[8] edchat
[3] education
[3] teachers
[3] newteachertalk
[2] thatonekid
[2] edutwitter
[1] culturize
[1] relationships
[1] ewopinion
[1] suptchat

Top Hashtags in Tweet in G7:
[94] edchat
[33] teachertwitter
[27] anchorchart
[22] edutwitter
[20] stem
[15] weleaded
[12] instantpd
[12] education
[11] learning
[11] satchat

Top Hashtags in Tweet in G8:
[166] edchat
[114] edtech
[28] txed
[23] edutwitter
[18] education
[16] k12
[16] dyk
[10] moms
[10] parenting
[9] elemchat

Top Hashtags in Tweet in G9:
[73] edchat
[55] edtech
[53] ditchbook
[47] tlap
[42] etcoaches
[37] edutwitter
[29] learning
[28] hacklearning
[28] gsuiteedu
[26] googleedu

Top Hashtags in Tweet in G10:
[81] edchat
[38] edtech
[25] education
[17] k12
[17] elearning
[14] edtechchat
[10] highered
[8] edutech
[8] teachers
[8] students

Top Words
Top Words in Tweet in Entire Graph:
[4874] #edchat
[1077] #education
[955] #edtech
[829] students
[720] education
[706] tcea
[688] #edutwitter
[669] #learning
[646] learning
[630] #teachers

Top Words in Tweet in G1:
[783] #edchat
[629] tcea
[316] #learning
[228] #edutwitter
[205] #teachertwitter
[184] activities
[135] classroom
[119] class
[114] #sel
[113] simple

Top Words in Tweet in G2:
[1161] #edchat
[433] #edtech
[398] education
[330] #k12
[297] #education
[195] big
[189] ape
[189] #redfored
[189] #tbats
[184] #learning

Top Words in Tweet in G3:
[309] #edchat
[294] #teachers
[293] #education
[291] toddwhitaker
[291] #newteachertalk
[9] #edutwitter
[6] pembrokepublish
[6] niagaraot
[6] hwotl
[6] #tdsb

Top Words in Tweet in G4:
[366] #edchat
[72] #education
[56] students
[45] #edtech
[44] #edutwitter
[43] school
[35] #teachers
[34] more
[32] time
[30] teacher

Top Words in Tweet in G5:
[197] #edchat
[70] school
[67] students
[52] educationweek
[38] schools
[35] #caedu
[34] teachers
[34] #k12
[34] edsource
[32] learning

Top Words in Tweet in G6:
[212] toughest
[210] brianmendler
[141] aside
[140] tomorrow
[140] pull
[140] kid
[140] passion
[140] energy
[140] eye
[140] contact

Top Words in Tweet in G7:
[111] teacher2teacher
[94] #edchat
[82] educator
[75] re
[58] leader
[54] learning
[51] drmarciatate
[49] ss
[41] think
[37] know

Top Words in Tweet in G8:
[166] #edchat
[114] #edtech
[59] check
[38] education
[35] students
[32] more
[30] hands
[28] school
[28] #txed
[28] copyright

Top Words in Tweet in G9:
[75] mrshowell24
[73] #edchat
[56] class
[56] elt_cation
[55] #edtech
[55] discussion
[53] #ditchbook
[47] #tlap
[47] learning
[45] classroom

Top Words in Tweet in G10:
[81] #edchat
[38] #edtech
[25] #education
[25] early
[25] march
[25] see
[24] elmagazine
[24] reminder
[24] bird
[24] deadline

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[365] #edchat,#edutwitter
[347] #teachers,#edchat
[319] #education,#teachers
[311] toddwhitaker,#education
[311] #edchat,#newteachertalk
[273] #edchat,#edtech
[255] #edchat,#k12
[213] #edtech,#edchat
[205] #education,#edchat
[197] big,education

Top Word Pairs in Tweet in G1:
[158] #edchat,#edutwitter
[110] six,simple
[110] simple,mindfulness
[110] mindfulness,activities
[110] activities,classroom
[110] classroom,diben
[110] diben,#edchat
[110] #edchat,#sel
[110] #sel,#teachertwitter
[108] tcea,six

Top Word Pairs in Tweet in G2:
[206] #edchat,#k12
[189] big,education
[189] education,ape
[189] #redfored,#tbats
[174] #tbats,#edchat
[144] #k12,#learning
[138] ape,top
[138] 2022,#redfored
[134] #edchat,#edtech
[132] #edtech,#engchat

Top Word Pairs in Tweet in G3:
[291] toddwhitaker,#education
[291] #education,#teachers
[291] #teachers,#edchat
[291] #edchat,#newteachertalk
[6] pembrokepublish,niagaraot
[6] niagaraot,hwotl
[6] hwotl,#edchat
[6] #edchat,#tdsb
[6] #tdsb,#substitutets
[6] #substitutets,etfo_oceota

Top Word Pairs in Tweet in G4:
[22] #mradampe,#pegeeks
[22] #physed,#pechat
[22] #pechat,#googleei
[20] #pegeeks,#physed
[20] #googleei,#googleet
[17] #edchat,#education
[16] #googleet,#googlepd
[14] #education,#edchat
[13] #edchat,#edtech
[13] #edchat,#edutwitter

Top Word Pairs in Tweet in G5:
[27] #caedu,#edchat
[12] youtube,tiktok
[12] tiktok,video
[12] video,sharing
[12] sharing,sites
[12] voice,choice
[11] tami,rossell
[11] use,authentic
[11] authentic,voice
[11] choice,increase

Top Word Pairs in Tweet in G6:
[140] tomorrow,pull
[140] pull,toughest
[140] toughest,kid
[140] kid,aside
[140] aside,passion
[140] passion,energy
[140] energy,eye
[140] eye,contact
[140] contact,love
[140] love,having

Top Word Pairs in Tweet in G7:
[36] educator,mmackaymathtx
[36] mmackaymathtx,ms
[34] re,leader
[28] ms,bazaldua
[27] #anchorchart,invites
[27] invites,learners
[27] learners,tag
[27] tag,know
[27] know,educator
[26] spark,today

Top Word Pairs in Tweet in G8:
[58] #edtech,#edchat
[29] #edchat,#edtech
[18] check,#edtech
[15] #edchat,#k12
[15] stem,education
[15] hands,ubtech's
[15] ubtech's,robotics
[15] robotics,kits
[15] cutting,edge
[15] edge,technology

Top Word Pairs in Tweet in G9:
[55] class,discussion
[49] #edtech,#ditchbook
[45] #ditchbook,#tlap
[42] #tlap,#etcoaches
[30] love,class
[30] discussion,ideas
[30] ideas,much
[30] much,recreated
[30] recreated,use
[30] use,classroom

Top Word Pairs in Tweet in G10:
[24] early,bird
[24] march,31
[22] reminder,early
[22] bird,registration
[22] registration,deadline
[22] deadline,tomorrow
[22] tomorrow,march
[22] 31,visit
[22] visit,see
[22] see,amazing

Top Replied-To
Top Replied-To in Entire Graph:
@shiftparadigm
@harveyalvy1
@aggieashley
@tomwhitby
@alkingsley_edu
@horizonsd205
@isd728
@jkochkhscd
@learnpromethean
@xpateducator

Top Replied-To in G2:
@shiftparadigm
@harveyalvy1
@aggieashley
@tomwhitby
@the_gifted_guy
@equityedu
@lafifah
@learnpromethean
@theschooldoc
@oldbay84

Top Replied-To in G3:
@flyingmonkey13

Top Replied-To in G4:
@catalystpenngse

Top Replied-To in G5:
@usedgov
@potus
@crippit
@lookforsun
@shanavwhite
@wkrakower
@seccardona

Top Replied-To in G7:
@thekylekitchen

Top Replied-To in G8:
@alkingsley_edu
@micheleschiesse
@jannaforgeorgia
@kyndrahartzler
@ictevangelist
@missmalsclass

Top Replied-To in G9:
@mrshowell24

Top Replied-To in G10:
@asaecenter
@getting_smart
@woodfromawoods
@pewresearch
@ascd
@walterindc

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@toddwhitaker
@brianmendler
@birdwriter7
@leeannjung
@teacher2teacher
@teachthought
@soundtrap
@diben
@coopmike48

Top Mentioned in G1:
@tcea
@teachthought
@diben
@soundtrap
@finleyt
@tnvora
@edynamiclearn
@valentinaesl
@sylviaduckworth
@cultofpedagogy

Top Mentioned in G2:
@coopmike48
@rdene915
@harveyalvy1
@shiftparadigm
@casas_jimmy
@oodlu_tweets
@e_sheninger
@tomwhitby
@buncee
@rkiker

Top Mentioned in G3:
@toddwhitaker
@pembrokepublish
@niagaraot
@hwotl
@etfo_oceota
@etfouppercanada
@gecoetfo
@etfo_dotl
@mtmmwithmiller
@tcea

Top Mentioned in G4:
@mradampe
@2peasandadog
@brbrasseur
@gladwinprimary
@mredutechnology
@cattsireland
@dinocevolatti
@tom_does_maths
@jegwom

Top Mentioned in G5:
@educationweek
@edsource
@seccardona
@ross_wiener
@k12divenews
@future4learning
@andrewcalkins
@avidopenaccess
@morningsidectr
@officialscusd

Top Mentioned in G6:
@brianmendler
@toddwhitaker
@educationweek
@e_sheninger
@drmarciatate
@catlin_tucker
@tcea

Top Mentioned in G7:
@teacher2teacher
@drmarciatate
@mmackaymathtx
@litrock_taylor
@thekylekitchen
@tcea
@teamgross207
@classtechtips
@rosaisiah
@carnold005

Top Mentioned in G8:
@sexharassed
@teachinglc
@txedmod
@librarycongress
@tommyspall
@smart_tech
@follettlearning
@alkingsley_edu
@ictevangelist
@coopmike48

Top Mentioned in G9:
@mrshowell24
@elt_cation
@catlin_tucker
@tcea
@tc
@kendracameronj
@ms_woz
@controlchaosedu
@mrs_truckman
@nowakro

Top Mentioned in G10:
@otessa_org
@elmagazine
@ascd
@jimk
@intedashboard
@tblearning
@nassp
@walterindc
@heinemannpub
@jonharper70bd

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@marshawright
@chidambara09
@alhanda
@mistersalesman
@judehaste_write
@iartg
@edjlazar
@celebrainltd
@coopmike48

Top Tweeters in G1:
@stanleyepstein
@stressfreekids
@ummismaelsf
@gdorn1
@shafiekah0511
@elianatardio
@akbaryoso
@rachelgray7
@esportstweeter
@enderton_justin

Top Tweeters in G2:
@marshawright
@chidambara09
@coopmike48
@education_24x7
@juandoming
@smilenewa
@mashable
@ucloudify
@forbes
@usatoday

Top Tweeters in G3:
@algierslady
@ajwottrich
@paintoolkit2
@guriya18713865
@shah12345cool
@toddwhitaker
@chcprincipal
@davidgeurin
@kindacool_ap
@northscotths

Top Tweeters in G4:
@mdrechsler
@wmchamberlain
@barrykid1
@elemenous
@altait
@2011teacher
@hmwdesign_bot
@doodle_ed
@tesforteachers
@karlaakins

Top Tweeters in G5:
@fabriciosx
@lseefeldt3
@designthinkbot
@grtseeker
@susan_e_winter
@larryferlazzo
@usnews
@tonirtx
@ta_morris
@lookforsun

Top Tweeters in G6:
@fillmorewhite
@kennygfrederick
@bbsutton
@eniolasal
@angela_lange25
@carlosr357
@ericewald_iowa
@sheilattuned
@salifou1
@stevetrashrocks

Top Tweeters in G7:
@sriraaji
@evidencerobot
@teacher2teacher
@gunnerforever07
@classtechtips
@justintarte
@rosaisiah
@spencerideas
@mssalvac
@timlriley

Top Tweeters in G8:
@netminnow
@docwashburn
@_yvonneburton
@waterworxuk
@abcnews
@scalarhumanity
@drpetra
@velvethammer
@conceptualjames
@pantel81

Top Tweeters in G9:
@stacydalessand3
@npr
@tasslexyz_agg
@tarafarah7
@nowakro
@chrisquinn64
@studysync
@vipulasharma1
@maxquiroz
@hastyraquel

Top Tweeters in G10:
@jamaicaobserver
@shellterrell
@presidentpat
@web20classroom
@pewresearch
@bonstewart
@daniellelorenz
@bali_maha
@principalkafele
@medstudent_bot


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