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edchat_2021-06-21_03-15-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2021
Short Description:
edchat via NodeXL https://bit.ly/3qfWZx9
@jc_james_clark
@e_sheninger
@chalkbeat
@teacher2teacher
@elmagazine
@allaboutthepact
@birdwriter7
@k12readinglist
@tcea
@scalarhumanity

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

Description:
Description
The graph represents a network of 5,500 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, 21 June 2021 at 10:24 UTC.

The requested start date was Monday, 21 June 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, 10-hour, 40-minute period from Tuesday, 15 June 2021 at 13:20 UTC to Monday, 21 June 2021 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 : 5500
Unique Edges : 3573
Edges With Duplicates : 11789
Total Edges : 15362
Number of Edge Types : 5
Tweet : 1984
Retweet : 4533
MentionsInRetweet : 5975
Mentions : 2645
Replies to : 225
Self-Loops : 2153
Reciprocated Vertex Pair Ratio : 0.0397226635851509
Reciprocated Edge Ratio : 0.0764101139205335
Connected Components : 630
Single-Vertex Connected Components : 300
Maximum Vertices in a Connected Component : 3801
Maximum Edges in a Connected Component : 11976
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.896458
Graph Density : 0.000237993684802195
Modularity : 0.440158
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,500 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, 21 June 2021 at 10:24 UTC.

The requested start date was Monday, 21 June 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, 10-hour, 40-minute period from Tuesday, 15 June 2021 at 13:20 UTC to Monday, 21 June 2021 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:
[100] http://esheninger.blogspot.com/2020/10/how-to-create-effective-learning.html
[86] https://mailchi.mp/numberella/newsletter
[71] https://web-muchamadekisa.blogspot.com
[64] http://simulasidigital-muchamadekisa.blogspot.com
[56] https://drive.google.com/drive/folders/1Z_MM5YRkuKsThArPKM6fu-x94LwQJN61
[42] https://www.internet4classrooms.com/links_grades_kindergarten_12/fathers_day.htm
[41] http://esheninger.blogspot.com/2021/06/outlier-practices-make-or-break.html
[36] http://esheninger.blogspot.com/2021/05/student-success-relies-on-future.html
[29] https://oodlu.org/
[27] https://www.davidgeurin.com/2021/06/three-ways-curiosity-makes-you-better.html

Top URLs in Tweet in G1:
[71] https://web-muchamadekisa.blogspot.com
[64] http://simulasidigital-muchamadekisa.blogspot.com
[27] https://smkn1panyingkiran.sch.id
[15] https://techcoachjuarez.blogspot.com/2021/01/force-copy-hack-for-google-sites.html
[12] https://www.youtube.com/watch?v=LfSlt90qVDw

[10] https://www.youtube.com/watch?v=V43F1WdEFuY

[8] https://hechingerreport.org/column-the-high-school-college-hybrid-that-jumpstarts-careers/
[8] https://www.k12prospects.com/projections-of-education-statistics-to-2028/?utm_source=twitter&utm_medium=posting-image&utm_campaign=projections-of-education-statistics-to-2028&utm_content=textlink
[8] https://wakelet.com/@muchamadekisa
[8] http://smkn1panyingkiran.sch.id/perpustakaan/

Top URLs in Tweet in G2:
[3] https://inservice.ascd.org/small-shifts-in-teacher-talk-make-a-ig-difference/
[2] https://www.nyscate.org/page/registration
[2] https://www.nyscate.org/page/membership
[2] https://www.nyscate.org/page/online-courses-live
[2] https://www.davidgeurin.com/2021/06/three-ways-curiosity-makes-you-better.html
[2] https://www.10publications.com/wbk-2021-sign-up
[1] https://inservice.ascd.org/juneteenth-a-time-to-reflect-and-educate/?utm_campaign=Camp-Juneteenth-2021-PE-0177&utm_medium=email&_hsmi=134284482&_hsenc=p2ANqtz-9LKn3txkd7aT0GuU67OcZt1mt5WzhDhKgVtqRXcMllNwuZQDpHMeJFhAyrZWNEV3xx8xbtpWjC1CBMiP9YLVJ-s2vS2w&utm_content=134284482&utm_source=hs_email
[1] http://esheninger.blogspot.com/2021/06/outlier-practices-make-or-break.html
[1] https://www.edweek.org/teaching-learning/opinion-its-time-we-begin-using-assessments-to-look-forward-instead-of-back/2021/06
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D0AzSYhJK_QA%26ab_channel%3DCoaching%252B&q=EgS4SO-bGOPQwYYGIhBfAg7d0eU-oDR6oLNeUfU9MgFy

Top URLs in Tweet in G3:
[6] https://www.iste.org/explore/classroom/10-resources-teaching-anti-racism?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[5] https://www.k12dive.com/news/schools-build-capacity-to-support-teacher-and-staff-sel/601749/
[5] https://conference.iste.org/2021/?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[5] https://www.tes.com/teaching-resource/phonics-set-2-special-friends-read-write-inc-ay-ee-igh-ow-oo-ar-or-air-ir-ou-oy-12290464
[5] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3647_a_few_short_lessons_about_longest_day_year.htm
[5] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3642_science_printables_freebies.htm
[4] https://www.iste.org/explore/classroom/teach-students-about-juneteenth-these-9-lessons-videos-and-primary-source?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://www.iste.org/explore/education-leadership/5-ways-get-top-education-recovery?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3646_15_life_skills_every_kid_should_know_before_they_leave_college.htm
[3] https://www.eschoolnews.com/2021/06/16/equity-and-equality-are-not-the-same/?utm_content=buffera0128&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[6] https://iconohash.com:443/
[5] https://tweetedtimes.com/search/iKrips/en?s=rgp
[5] https://tweetedtimes.com/JodiMos?s=rgp
[3] https://twinkl.co.uk/l/zmdbx
[2] https://www.instagram.com/accounts/login/
[2] https://twitter.com/web20classroom/status/1404462506450489358
[2] https://twitter.com/DrBradJohnson/status/1404964156021907469
[2] https://alicekeeler.com/2016/12/29/insert-bitmoji-google-form/
[2] https://www.basegreenacademy.co.uk/p-hc---c1-driving-licence
[2] https://www.basegreenacademy.co.uk/basegreen-academy-lp

Top URLs in Tweet in G5:
[84] http://esheninger.blogspot.com/2020/10/how-to-create-effective-learning.html
[36] http://esheninger.blogspot.com/2021/06/outlier-practices-make-or-break.html
[28] http://esheninger.blogspot.com/2021/05/student-success-relies-on-future.html
[23] https://www.davidgeurin.com/2021/06/three-ways-curiosity-makes-you-better.html
[17] http://esheninger.blogspot.com/2021/06/re-thinking-learning-environment.html
[8] http://esheninger.blogspot.com/2021/03/differentiating-in-personalized.html
[5] http://www.digitaldividecouncil.com/what-is-the-digital-divide/
[5] https://www.the74million.org/article/a-school-discipline-double-take-how-catherine-lhamon-could-turn-back-the-clock-with-a-renewed-focus-on-persistent-racial-disparities-and-ignite-new-feuds/
[5] https://hechingerreport.org/opinion-post-pandemic-summer-school-should-not-be-just-about-catching-up/
[4] http://esheninger.blogspot.com/2021/05/empowerment-through-choice.html

Top URLs in Tweet in G6:
[42] https://www.internet4classrooms.com/links_grades_kindergarten_12/fathers_day.htm
[3] https://www.history.com/
[2] https://www.learningforjustice.org/magazine/teaching-juneteenth
[2] http://esheninger.blogspot.com/2020/10/how-to-create-effective-learning.html
[2] https://twitter.com/teachergoals/status/1399845658199199747
[2] https://twitter.com/actionhappiness/status/1406288217725407232
[2] https://sites.google.com/site/twittereducationchats/education-chat-calendar
[1] https://achievethecore.org/peersandpedagogy/designing-shifts-aligned-interventions-in-the-math-classroom/
[1] https://www.teacher2teacher.education/2021/06/16/resource-roundup-teaching-juneteenth/
[1] https://twitter.com/drbradjohnson/status/1373450027444625409

Top URLs in Tweet in G7:
[11] https://blog.tcea.org/google-slide-templates-for-your-classroom/
[7] https://go.tcea.org/Coaching
[6] https://blog.tcea.org/digital-resources-juneteenth/
[5] https://blog.tcea.org/effective-instructional-coaching/
[5] http://paper.li/AriesCobb/1397995931
[4] https://www.edweek.org/technology/teachers-here-are-tips-for-using-your-new-geeky-skills-to-improve-classroom-management/2021/05
[4] https://www.weareteachers.com/amazon-prime-day-teachers/
[4] https://twitter.com/TCEA/status/1405064097922752514
[4] https://shaelynnfarnsworth.com/2018/02/05/4-edtech-ways-to-differentiate-in-a-student-centered-classroom/
[3] https://blog.tcea.org/summer-break-history/

Top URLs in Tweet in G8:
[11] https://www.retrievalpractice.org/strategies/2019/8/28/student-study-strategies?utm_content=buffer3c741&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://worldgifted2021.com/keynotes/
[6] https://www.amazon.com/UDL-Blended-Learning-Thriving-Landscapes/dp/1948334313/ref=sr_1_5?dchild=1&keywords=catlin+tucker&qid=1622815197&sr=8-5
[5] http://esheninger.blogspot.com/2020/10/how-to-create-effective-learning.html
[4] https://catlintucker.com/2021/06/professional-learning-communities-5es/
[4] https://twitter.com/i/spaces/1DXxyRAANAWKM
[3] https://www.retrievalpractice.org/strategies/2018/definition?utm_content=buffer84404&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://catlintucker.com/2021/04/mental-models-threaten-post-pandemic-progress/
[3] https://catlintucker.com/2021/06/end-of-the-year-housekeeping/
[3] http://esheninger.blogspot.com/2021/05/student-success-relies-on-future.html

Top URLs in Tweet in G9:
[2] https://inservice.ascd.org/when-schools-reopen-assess-closely-and-differentiate-intensely/
[2] https://www.teachthought.com/pedagogy/7-tips-getting-started-mindfulness-classroom/
[1] http://esheninger.blogspot.com/2020/10/how-to-create-effective-learning.html
[1] https://ww2.kqed.org/mindshift/2016/03/16/7-qualities-that-promote-teacher-leadership-in-schools/
[1] https://blog.web20classroom.org/2019/09/singlepointrubrics.html
[1] http://esheninger.blogspot.com/2021/05/student-success-relies-on-future.html
[1] https://twitter.com/EdciteTeam/status/1399780412990181381
[1] https://catlintucker.com/2021/04/mental-models-threaten-post-pandemic-progress/

Top URLs in Tweet in G10:
[6] http://adathestem.com
[4] https://youtu.be/GmkhPhiT2z0
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DPRR83peKV-w&q=EgS4SO-bGKvRwYYGIhCVdO3VE9sNBUYqWlCKUgZJMgFy
[1] https://www.inspiringstem.org/users/82499-martin-delahunty/posts/31463-ada-ada-ada-how-a-one-woman-show-is-inspiring-the-next-generation-into-stem-careers
[1] https://www.tandfonline.com/doi/full/10.1080/13603124.2020.1850870
[1] https://www.linkedin.com/slink?code=gyaWkcR

Top Domains
Top Domains in Tweet in Entire Graph:
[445] blogspot.com
[253] twitter.com
[159] youtube.com
[112] google.com
[109] thepaperlesstrail.com
[90] oodlu.org
[88] mailchi.mp
[66] shorturl.at
[46] sharemylesson.com
[46] co.uk

Top Domains in Tweet in G1:
[200] blogspot.com
[81] youtube.com
[39] twitter.com
[38] edtechreview.in
[35] sch.id
[34] shakeuplearning.com
[32] k12prospects.com
[23] google.com
[18] mzteachuh.org
[13] onlineclock.net

Top Domains in Tweet in G2:
[12] ascd.org
[7] nyscate.org
[4] blogspot.com
[4] twitter.com
[4] savvas.com
[2] davidgeurin.com
[2] 10publications.com
[1] edweek.org
[1] google.com
[1] gotowebinar.com

Top Domains in Tweet in G3:
[38] iste.org
[24] teacheridea.com
[21] eschoolnews.com
[21] edutopia.org
[20] tes.com
[18] k12dive.com
[11] drdouggreen.com
[10] edsurge.com
[7] teachthought.com
[6] twitter.com

Top Domains in Tweet in G4:
[48] twitter.com
[29] careerarc.com
[22] mradampe.com
[14] co.uk
[11] iconohash.com
[10] t.co
[10] tweetedtimes.com
[9] blogspot.com
[9] baamboozle.com
[9] 2peasandadog.com

Top Domains in Tweet in G5:
[183] blogspot.com
[23] davidgeurin.com
[10] hechingerreport.org
[5] digitaldividecouncil.com
[5] the74million.org
[4] google.com
[4] edsurge.com
[2] edtechmagazine.com
[2] arcgis.com
[2] therobbreviewblog.com

Top Domains in Tweet in G6:
[42] internet4classrooms.com
[19] twitter.com
[6] blogspot.com
[4] google.com
[3] robotlab.com
[3] history.com
[2] achievethecore.org
[2] learningforjustice.org
[1] teacher2teacher.education
[1] cgcs.org

Top Domains in Tweet in G7:
[35] tcea.org
[7] twitter.com
[7] blogspot.com
[6] weareteachers.com
[5] paper.li
[4] edweek.org
[4] shaelynnfarnsworth.com
[3] proudtobeprimary.com
[3] thedaringenglishteacher.com
[1] edutopia.org

Top Domains in Tweet in G8:
[17] retrievalpractice.org
[11] catlintucker.com
[9] blogspot.com
[8] amazon.com
[7] worldgifted2021.com
[6] twitter.com
[3] youtube.com
[1] linktr.ee
[1] medium.com
[1] davidgeurin.com

Top Domains in Tweet in G9:
[2] blogspot.com
[2] ascd.org
[2] teachthought.com
[1] kqed.org
[1] web20classroom.org
[1] twitter.com
[1] catlintucker.com

Top Domains in Tweet in G10:
[6] adathestem.com
[4] youtu.be
[1] google.com
[1] inspiringstem.org
[1] tandfonline.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4872] edchat
[998] edtech
[699] education
[586] edutwitter
[500] k12
[282] learning
[220] teaching
[197] teachers
[195] suptchat
[170] teachertwitter



Top Hashtags in Tweet in G1:
[613] edchat
[385] edtech
[219] education
[173] k12
[86] learning
[75] redfored
[75] tbats
[74] edtechchat
[63] edreform
[54] suptchat

Top Hashtags in Tweet in G2:
[65] edchat
[16] edtech
[9] nyscate
[7] edutwitter
[5] sel
[5] ascdannualconference
[5] education
[4] teachers
[4] nyscate21
[4] edtechchat

Top Hashtags in Tweet in G3:
[482] edchat
[51] edtech
[34] education
[33] cpchat
[29] stem
[29] istelive
[24] mschat
[23] hschat
[21] juneteenth
[20] k12

Top Hashtags in Tweet in G4:
[516] edchat
[79] education
[61] edtech
[40] edutwitter
[31] teachers
[29] teachertwitter
[28] physed
[26] teaching
[23] ukedchat
[22] learning

Top Hashtags in Tweet in G5:
[323] edchat
[190] edutwitter
[86] suptchat
[84] blendedlearning
[52] cpchat
[35] education
[24] satchat
[23] leadupchat
[19] disruptivethink
[19] thursdaythoughts

Top Hashtags in Tweet in G6:
[164] edchat
[40] education
[40] studentvoice
[36] growthmindset
[34] crafts
[28] teachertwitter
[27] artsncrafts
[27] arts
[25] sel
[25] artchat

Top Hashtags in Tweet in G7:
[229] edchat
[134] k12
[122] learning
[105] digitallearning
[35] teachers
[26] edtech
[22] teacherlife
[20] teaching
[18] teachertwitter
[17] edutwitter

Top Hashtags in Tweet in G8:
[65] edchat
[19] blendedlearning
[17] education
[17] udl
[13] powerfulteaching
[12] highered
[11] udlchat
[11] blendedudl
[10] remotelearning
[10] distancelearning

Top Hashtags in Tweet in G9:
[155] edchat
[2] edutwitter
[2] blendedlearning
[1] microsoftteams
[1] cpchat
[1] suptchat
[1] education
[1] teaching
[1] udl
[1] tuesdayteacherfollow

Top Hashtags in Tweet in G10:
[8] edchat
[6] womeninstem
[6] adasarmy
[3] art
[2] stem
[2] sdg4
[2] education
[1] maths
[1] wafnjonjo
[1] kenya

Top Words
Top Words in Tweet in Entire Graph:
[4871] #edchat
[998] #edtech
[880] learning
[867] students
[699] #education
[586] #edutwitter
[565] education
[527] school
[500] #k12
[488] teachers

Top Words in Tweet in G1:
[613] #edchat
[385] #edtech
[219] #education
[183] education
[173] #k12
[122] 2021
[92] join
[91] june
[86] #learning
[83] big

Top Words in Tweet in G2:
[239] ready
[238] 'be
[238] '
[220] elmagazine
[180] share
[124] teacher
[122] small
[120] talk
[119] isn
[119] incredible

Top Words in Tweet in G3:
[482] #edchat
[104] iste
[94] students
[83] learning
[64] school
[61] sgthomas1973
[59] teaching
[59] assessment
[55] experience
[51] #edtech

Top Words in Tweet in G4:
[515] #edchat
[79] #education
[70] students
[61] #edtech
[56] learning
[50] more
[49] school
[42] year
[42] teachers
[40] #edutwitter

Top Words in Tweet in G5:
[323] #edchat
[198] learning
[190] #edutwitter
[183] e_sheninger
[96] effective
[86] #suptchat
[86] create
[84] playlists
[84] #blendedlearning
[53] kids

Top Words in Tweet in G6:
[164] #edchat
[131] teacher2teacher
[94] day
[65] nowakro
[64] learning
[60] share
[55] grow
[54] educator
[54] ss
[53] father's

Top Words in Tweet in G7:
[229] #edchat
[179] tcea
[134] #k12
[122] #learning
[118] google
[105] #digitallearning
[104] search
[104] pro
[104] operators
[104] splashsys

Top Words in Tweet in G8:
[99] catlin_tucker
[73] agency
[71] work
[69] provide
[69] plcs
[69] structure
[69] guide
[69] allowing
[69] autonomy
[69] personalize

Top Words in Tweet in G9:
[155] #edchat
[146] web20classroom
[144] ultimate
[144] cheatsheet
[144] critical
[144] thinking
[144] lots
[144] great
[144] info
[144] packed

Top Words in Tweet in G10:
[14] googleexpertuk
[12] ada
[12] lovelace
[10] womenwholead2
[8] #edchat
[7] adatheshow
[6] inspired
[6] language
[6] makes
[6] modern

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[338] #edtech,#edchat
[290] #edchat,#edtech
[268] 'be,ready
[256] #edchat,#edutwitter
[213] gt,gt
[170] #edchat,#k12
[170] critical,thinking
[153] lots,great
[152] ultimate,cheatsheet
[152] cheatsheet,critical

Top Word Pairs in Tweet in G1:
[106] #edtech,#edchat
[88] #edchat,#k12
[75] big,education
[75] education,ape
[75] ape,top
[75] 2021,#redfored
[75] #redfored,#tbats
[73] #edchat,#edtech
[55] #edtech,#education
[49] #k12,#learning

Top Word Pairs in Tweet in G2:
[238] 'be,ready
[120] teacher,talk
[119] isn,incredible
[119] incredible,small
[119] small,changes
[119] changes,teacher
[119] talk,'be
[119] ready,show
[119] show,'
[119] ',vs

Top Word Pairs in Tweet in G3:
[25] #edchat,#edtech
[22] teach,students
[21] students,#juneteenth
[21] #juneteenth,nine
[21] nine,lessons
[21] lessons,videos
[21] videos,primary
[21] primary,source
[21] source,documents
[21] documents,mariettagahs

Top Word Pairs in Tweet in G4:
[28] #edtech,#edchat
[22] read,full
[22] #mradampe,#pegeeks
[22] #physed,#pechat
[22] #pechat,#googleei
[21] full,article
[20] #pegeeks,#physed
[20] #googleei,#googleet
[19] #education,#edchat
[17] #edchat,read

Top Word Pairs in Tweet in G5:
[145] #edchat,#edutwitter
[84] create,effective
[84] effective,learning
[84] learning,playlists
[84] playlists,#edchat
[84] #edutwitter,#blendedlearning
[83] e_sheninger,create
[44] #suptchat,#edutwitter
[37] #edutwitter,#suptchat
[36] outlier,practices

Top Word Pairs in Tweet in G6:
[53] father's,day
[40] time,saving
[40] saving,#studentvoice
[40] #studentvoice,boosting
[40] boosting,interactive
[40] interactive,chart
[40] chart,lets
[40] lets,ss
[40] ss,share
[40] share,learning

Top Word Pairs in Tweet in G7:
[105] #edchat,#learning
[104] search,google
[104] google,pro
[104] pro,operators
[104] operators,splashsys
[104] splashsys,#edchat
[104] #learning,#digitallearning
[104] #digitallearning,#k12
[102] tcea,search
[24] #teachers,#edchat

Top Word Pairs in Tweet in G8:
[69] provide,plcs
[69] plcs,structure
[69] structure,guide
[69] guide,work
[69] work,allowing
[69] allowing,autonomy
[69] autonomy,agency
[69] agency,personalize
[65] catlin_tucker,provide
[19] end,year

Top Word Pairs in Tweet in G9:
[144] ultimate,cheatsheet
[144] cheatsheet,critical
[144] critical,thinking
[144] thinking,lots
[144] lots,great
[144] great,info
[144] info,packed
[144] packed,#edchat
[143] web20classroom,ultimate
[4] catlin_tucker,provide

Top Word Pairs in Tweet in G10:
[12] ada,lovelace
[6] lovelace,inspired
[6] inspired,language
[6] language,makes
[6] makes,modern
[6] modern,defense
[6] defense,air
[6] air,systems
[6] systems,work
[6] work,#womeninstem

Top Replied-To
Top Replied-To in Entire Graph:
@sgthomas1973
@tomwhitby
@mrterborg
@lankford_mrs
@dennisdill
@mrroughton
@nicolep1811
@anhinton15
@katebrandenberg
@layfieldscience

Top Replied-To in G1:
@jamfsoftware
@bethwhitaker2
@staciastuder
@tinkercad
@asaecenter
@mckinseydigital
@ssireview
@edcommission
@highlanderinst
@alicekeeler

Top Replied-To in G3:
@sgthomas1973
@tomwhitby
@mrterborg
@lankford_mrs
@dennisdill
@mrroughton
@nicolep1811
@anhinton15
@katebrandenberg
@layfieldscience

Top Replied-To in G5:
@wes_kieschnick

Top Replied-To in G6:
@nowakro
@teacher2teacher
@briankritzer

Top Replied-To in G7:
@mrsjamiehalsey
@google

Top Replied-To in G8:
@ap_korth

Top Replied-To in G10:
@jeremyfarrar
@zebra_carol
@googleexpertuk

Top Mentioned
Top Mentioned in Entire Graph:
@elmagazine
@e_sheninger
@tcea
@web20classroom
@teacher2teacher
@catlin_tucker
@google
@splashsys
@mtholfsen
@txgifted

Top Mentioned in G1:
@smkn1pnyk
@coopmike48
@k12prospects
@wevideo
@rdene915
@shakeuplearning
@teachersfirst
@mrshowell24
@etr_in
@halkumhms

Top Mentioned in G2:
@elmagazine
@c
@ascd
@nancyfrey
@dfishersdsu
@savvaslearning
@balancedteacher
@chrisquinn64
@tcea

Top Mentioned in G3:
@iste
@sgthomas1973
@teachthought
@katebrandenberg
@mariettagahs
@nicolep1811
@dennisdill
@eschoolnews
@edutopia
@lankford_mrs

Top Mentioned in G4:
@mradampe
@2peasandadog
@cattsireland
@mredutechnology
@teachersjourney
@jrsowash
@wklawrence
@mimitoddpress
@severson_j
@bookviral

Top Mentioned in G5:
@e_sheninger
@wes_kieschnick
@davidgeurin
@matthiefield
@beavertonsdoei
@pjcpete
@brookespubco
@susancolton2
@pascd
@beavertonsd

Top Mentioned in G6:
@teacher2teacher
@nowakro
@mrcamiz
@erik_youngman
@stoverscience
@kfishmanweaver
@e_sheninger
@achievethecore
@mindshiftkqed
@liviachanl

Top Mentioned in G7:
@tcea
@google
@splashsys
@mariebouk12
@sylviaduckworth
@weareteachers
@diben
@amazon
@e_sheninger
@wterral

Top Mentioned in G8:
@catlin_tucker
@retrievelearn
@mrkempnz
@b_sheridan
@katienovakudl
@edtech_podcast
@learnatw
@garystager
@gcouros
@simonsinek

Top Mentioned in G9:
@web20classroom
@catlin_tucker
@ascd
@e_sheninger
@elmagazine
@mindshiftkqed
@mtholfsen
@juliasween
@teacher2teacher

Top Mentioned in G10:
@googleexpertuk
@womenwholead2
@adatheshow
@te
@techagekids
@ddr333
@mrsedithrigby
@michelle_cruk
@ukri_ceo
@eraseallkittens

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@kayemenner
@alhanda
@s9tmt
@chidambara09
@angelamortimer2
@w_angels_wings
@celebrainltd
@iartg
@coopmike48

Top Tweeters in G1:
@chidambara09
@coopmike48
@eraser
@hubofml
@artificialbra1n
@alicekeeler
@flipgrid
@ukedchat
@education_24x7
@mzteachuh

Top Tweeters in G2:
@e_joyce
@jesusnarrowway
@cecilia_bocking
@stephenkelley85
@skymazef3
@markbarnes19
@meairy
@lieberrian
@ascd
@toddwhitaker

Top Tweeters in G3:
@celebrainltd
@bexxmodd
@lynch39083
@gordontredgold
@nytimes
@abc7ny
@zdnet
@lifewithjohn
@npr
@mssackstein

Top Tweeters in G4:
@peady
@sanrau
@classroomtools
@iconohash
@twinklresources
@worldlillie
@natashainoz
@delta_dc
@21stprincipal
@bennettscience

Top Tweeters in G5:
@estarianne
@wagjuer
@marcelamomberg
@mdrechsler
@prqosjdyofn1ylj
@sadandmadusa
@jannazagari
@erobbprincipal
@thomascmurray
@markedeschaine

Top Tweeters in G6:
@lizditz
@hlthiskrieger
@gdorn1
@sanzochan
@teacher2teacher
@bucks
@nagarajavk
@pcalleypbvusd
@pierre018
@ivdacruz

Top Tweeters in G7:
@stressfreekids
@vijaysharma1122
@google
@sound_advice
@intelblazesean
@iplante
@deyaniras
@shfarnsworth
@aixyaarifinn
@sylviaduckworth

Top Tweeters in G8:
@mrkempnz
@tweetinchar
@gcouros
@garystager
@teacherhead
@jmattmiller
@ewanmcintosh
@johnmayo
@vipulasharma1
@mark_quinn

Top Tweeters in G9:
@coliegolightly
@motherofmoons
@hiteshgngr18
@web20classroom
@_murphy5law
@faelormoon
@steampunk_prof
@agileschools
@shamikv
@therealcatrinac

Top Tweeters in G10:
@s9tmt
@googleexpertuk
@ignaciovalle3
@nicochan33
@lilachbullock
@marshacollier
@drumeshprabhu
@tristramwyatt
@laserhaas01
@suzannah_baron