edchat, Twitter, 8/2/2021 5:25:08 PM, 259411


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edchat_2021-08-02_03-15-33.xlsx
edchat_2021-08-02_03-15-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 02, 2021
Short Description:
edchat via NodeXL https://bit.ly/37hNPb4
@tcea
@scalarhumanity
@catlin_tucker
@e_sheninger
@jc_james_clark
@nicochan33
@erik_youngman
@drdouggreen
@elmagazine
@markj_ohnson

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

Description:
Description
The graph represents a network of 5,278 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, 02 August 2021 at 10:32 UTC.

The requested start date was Monday, 02 August 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, 12-hour, 16-minute period from Tuesday, 27 July 2021 at 11:44 UTC to Monday, 02 August 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 : 5278
Unique Edges : 3569
Edges With Duplicates : 12262
Total Edges : 15831
Number of Edge Types : 5
Retweet : 4653
MentionsInRetweet : 6447
Tweet : 1947
Mentions : 2591
Replies to : 193
Self-Loops : 2145
Reciprocated Vertex Pair Ratio : 0.0359702121680483
Reciprocated Edge Ratio : 0.0694425606944256
Connected Components : 560
Single-Vertex Connected Components : 254
Maximum Vertices in a Connected Component : 3853
Maximum Edges in a Connected Component : 13131
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.370625
Graph Density : 0.000264720609352159
Modularity : 0.421887
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,278 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, 02 August 2021 at 10:32 UTC.

The requested start date was Monday, 02 August 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, 12-hour, 16-minute period from Tuesday, 27 July 2021 at 11:44 UTC to Monday, 02 August 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:
[116] https://projectbliss.net/active-listening-skills/
[83] https://naomimeredith.com/how-to-teach-online-for-home-learning/
[71] http://blogs.kqed.org/mindshift/2013/10/the-inquiry-process/
[62] https://qaspire.com/2016/07/18/leadership-and-the-art-of-effective-listening/
[60] http://esheninger.blogspot.com/2021/08/sparking-inquiry-in-classroom.html
[54] https://mailchi.mp/numberella/newsletter
[49] https://oodlu.org/
[43] https://edtech4beginners.com/2017/08/03/10-top-cooperative-learning-strategies-and-some-tech-tools-that-could-come-in-handy/amp/
[43] https://twitter.com/ReadersFavorite/status/1350338737427902464?s=20
[39] https://enjoy-teaching.com/differentiation/?utm_medium=social&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=539834076_19745530_294283

Top URLs in Tweet in G1:
[114] https://projectbliss.net/active-listening-skills/
[78] https://naomimeredith.com/how-to-teach-online-for-home-learning/
[70] http://blogs.kqed.org/mindshift/2013/10/the-inquiry-process/
[60] https://qaspire.com/2016/07/18/leadership-and-the-art-of-effective-listening/
[49] https://oodlu.org/
[43] https://edtech4beginners.com/2017/08/03/10-top-cooperative-learning-strategies-and-some-tech-tools-that-could-come-in-handy/amp/
[39] https://enjoy-teaching.com/differentiation/?utm_medium=social&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=539834076_19745530_294283
[34] https://www.educatorstechnology.com/2014/05/the-four-pillars-of-flipped-learning.html
[21] https://www.thebutterflyteacher.com/8-fun-activities-for-teaching-inference/
[18] https://busyteacher.org/13611-7-best-games-for-conversation-class.html

Top URLs in Tweet in G2:
[6] http://paper.li/AriesCobb/1397995931
[4] http://melanielinktaylor.mzteachuh.org/2021/07/educational-links-73021.html?spref=tw
[4] http://esheninger.blogspot.com/2021/08/sparking-inquiry-in-classroom.html
[4] http://fe.prod.glef.io/article/4-ways-get-more-professional-learning
[3] http://melanielinktaylor.mzteachuh.org/2021/07/educational-links-72921.html?spref=tw
[3] https://catlintucker.com/2021/07/udl-bl-online-course/
[3] https://www.drdouggreen.com/2021/a-change-worth-keeping-reducing-screen-time-the-importance-of-play/
[3] https://www.drdouggreen.com/2021/ai-predicts-diabetes-the-koov-challenge-student-progress-during-covid/
[3] https://autismclassroom.com/blog/using-worksheets-on-social-skills-to-craft-a-super-classroom-curriculum
[3] https://edtechmagazine.com/k12/article/2021/07/comeback-time-remote-learning-research-and-solutions-support-students-perfcon

Top URLs in Tweet in G3:
[2] https://inservice.ascd.org/small-shifts-in-teacher-talk-make-a-ig-difference/
[2] https://esheninger.blogspot.com/2021/07/the-change-leader.html
[2] https://cpet.tc.columbia.edu/news-press/teaching-today-communities-of-practice
[2] https://www.teachthought.com/pedagogy/15-examples-student-centered-teaching/
[1] https://www.ascd.org/el/articles/you-cant-have-a-coaching-culture-without-a-structure
[1] https://www.ascd.org/el/articles/the-seven-habits-of-highly-affective-teachers
[1] http://www.ascd.org/ascd-express/vol12/1212-lent.aspx
[1] https://twitter.com/drneilgupta/status/1415836962993459204
[1] https://www.ascd.org/el/articles/respect-from-day-one
[1] https://www.ascd.org/blogs/a-more-compassionate-philosophy-on-student-behavior

Top URLs in Tweet in G4:
[6] https://www.internet4classrooms.com/grade_level_help/language_run_on_sentences_language_arts_sixth_6th_grade.htm
[5] https://iconohash.com:443/
[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FWorldTop20
[4] https://www.mrrobertsonscorner.com/
[3] https://tweetedtimes.com/search/iKrips/en?s=rgp
[3] https://tweetedtimes.com/JodiMos?s=rgp
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/parents_family_life.htm
[3] https://www.internet4classrooms.com/skill_builders/word_problems_math_fourth_4th_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/grammar_language_second_2nd_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/telling_time_math_third_3rd_grade.htm

Top URLs in Tweet in G5:
[9] https://www.teachthought.com/pedagogy/5-strategies-for-incorporating-social-emotional-learning-into-your-classroom/
[3] https://resources.breakoutedu.com/blog/2021/7/20/5-engaging-back-to-school-activities-to-start-the-year-right
[1] https://www.teachthought.com/learning/project-based-learning-tips-for-teachers/
[1] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[1] https://twitter.com/cultofpedagogy/status/1417955050643730434
[1] https://twitter.com/TCEA/status/1412308095749955584
[1] https://twitter.com/teachergoals/status/1418543543002583052
[1] https://twitter.com/gary_hensel/status/1420249655066038278
[1] https://twitter.com/teachergoals/status/1420449345887948801
[1] https://twitter.com/plugusin/status/1420498048417943569

Top URLs in Tweet in G6:
[48] http://esheninger.blogspot.com/2021/08/sparking-inquiry-in-classroom.html
[20] https://esheninger.blogspot.com/2021/07/the-change-leader.html
[9] http://esheninger.blogspot.com/2021/07/the-change-leader.html
[5] http://esheninger.blogspot.com/2021/07/blending-with-station-rotation-model.html
[5] http://esheninger.blogspot.com/2017/12/whats-holding-you-back.html
[2] http://esheninger.blogspot.com/2021/05/empowerment-through-choice.html
[2] http://esheninger.blogspot.com/2021/07/pedagogical-leadership.html
[2] http://esheninger.blogspot.com/2018/02/the-lost-art-of-listening.html
[2] http://drspikecook.com/2021/07/03/book-review-permission-to-be-great-by-dan-butler/
[2] https://www.connectedd.org/

Top URLs in Tweet in G7:
[4] https://www.fairobserver.com/360_analysis/better-education-can-decrease-wealth-inequality-78671/
[1] https://theconversation.com/why-accountability-efforts-in-higher-education-often-fail-91716
[1] https://www.tandfonline.com/doi/full/10.1080/13603124.2020.1850870
[1] https://www.tes.com/news/sex-abuse-schools-everyone's-invited-exclusive-rape-and-revenge-porn-among-secondary-pupils
[1] https://www.theguardian.com/higher-education-network/2018/mar/23/they-called-my-university-a-phd-factory-now-i-understand-why
[1] https://www.inspiringstem.org/posts/36639-how-to-encourage-more-girls-to-pursue-science-and-math-careers
[1] https://twitter.com/ReadersFavorite/status/1350338737427902464?s=20
[1] https://www.tes.com/news/why-teaching-ib-helps-address-global-issues

Top URLs in Tweet in G8:
[5] https://redirect.viglink.com?u=https%3A%2F%2Fpodcasts.apple.com%2Fus%2Fpodcast%2Fsummer-series-standards-based-grading%2Fid1529365406%3Fi%3D1000529320544%26itsct%3Dpodcast_box_link%26itscg%3D30200%26ls%3D1&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[5] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[5] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1
[4] https://www.youtube.com/watch?v=yaFr54x7EKk&feature=youtu.be

[3] https://www.k12dive.com/news/progress-slowed-in-math-and-reading-during-pandemic/604025/
[2] https://www.k12dive.com/news/heated-discourse-at-meetings-shouldnt-keep-boards-from-conducting-business/603858/
[2] https://www.k12dive.com/news/prospect-of-covid-19-vaccine-mandates-adds-tension-in-districts/604170/
[2] https://www.k12dive.com/news/ensuring-federal-k-12-aid-is-more-than-a-stopgap-relief-effort/604092/
[2] https://www.k12dive.com/news/promising-practices-schools-set-visions-for-high-school-reform/603935/
[2] https://www.iste.org/explore/personalized-learning/3-ways-accelerate-student-driven-learning?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com

Top URLs in Tweet in G9:
[6] https://www.teachbetter.com/blog/the-art-of-reflection/
[4] https://www.youtube.com/channel/UCFh3vOD6ASCvHAHX0zU4oiw
[3] https://grantwiggins.wordpress.com/2014/09/21/wanted-real-curriculum-leaders-not-just-managers/
[3] https://www.naesp.org/resource/forward-focus/
[2] https://www.teachbetter.com/blog/schools-need-an-instructional-leader/
[2] http://www.wholechildeducation.org/blog/leaders-develop-leaders
[2] https://www.casel.org/wp-content/uploads/2016/08/PDF-19-weissberg-cascarino-phi-delta-kappan.pdf
[2] https://www.forbes.com/sites/forbescoachescouncil/2018/06/29/what-does-it-mean-to-be-an-agile-leader/
[2] https://www.youtube.com/watch?v=RLZdGPT2LKI&feature=youtu.be

[2] https://www.youtube.com/watch?v=ETXx0T7kN7U&feature=youtu.be


Top URLs in Tweet in G10:
[4] https://educatoral.wordpress.com/2021/07/26/sharing-diigo-links-and-resources-weekly-177/
[3] https://www.linkedin.com/pulse/assessment-remote-learning-data-michelle-zimmerman
[3] http://afhogan.com/credibility/
[2] https://www.teachthought.com/technology/the-elements-of-a-digital-classroom/
[2] https://docs.google.com/forms/d/e/1FAIpQLSdSh1AmVsRYpzRYTH-W0rTZLCiH-zwQuV7gBivrs9Tpcz41aQ/viewform?usp=send_form
[1] https://twitter.com/mraspinall/status/1420108182291161094
[1] https://www.fetc.org/register?utm_source=twitter&utm_medium=posts&utm_campaign=jennjuly
[1] https://twitter.com/remakelearning/status/1420071492830863361
[1] http://afhogan.com/the-power-of-an-invitation/
[1] http://afhogan.com/4-invitations-for-students/

Top Domains
Top Domains in Tweet in Entire Graph:
[357] blogspot.com
[351] twitter.com
[123] thepaperlesstrail.com
[122] youtube.com
[116] projectbliss.net
[103] oodlu.org
[94] google.com
[83] naomimeredith.com
[79] kqed.org
[64] qaspire.com

Top Domains in Tweet in G1:
[184] blogspot.com
[114] projectbliss.net
[103] oodlu.org
[78] naomimeredith.com
[70] kqed.org
[62] qaspire.com
[60] tcea.org
[53] youtube.com
[50] google.com
[44] shakeuplearning.com

Top Domains in Tweet in G2:
[17] mzteachuh.org
[14] drdouggreen.com
[9] blogspot.com
[7] catlintucker.com
[6] paper.li
[5] youtube.com
[5] edweek.org
[5] edutopia.org
[5] edtechmagazine.com
[5] hotlunchtray.com

Top Domains in Tweet in G3:
[12] ascd.org
[4] twitter.com
[4] teachthought.com
[3] blogspot.com
[2] smartbrief.com
[2] columbia.edu
[2] edutopia.org
[1] buildingbooklove.com
[1] christenseninstitute.org
[1] yetiacademy.com

Top Domains in Tweet in G4:
[51] twitter.com
[43] internet4classrooms.com
[27] careerarc.com
[11] iconohash.com
[10] mradampe.com
[9] edutopia.org
[8] co.uk
[8] bit.ly
[6] blogspot.com
[6] tweetedtimes.com

Top Domains in Tweet in G5:
[23] twitter.com
[11] teachthought.com
[5] breakoutedu.com
[4] cultofpedagogy.com
[1] naomimeredith.com
[1] buff.ly
[1] listenwise.com
[1] tcea.org
[1] blogspot.com

Top Domains in Tweet in G6:
[94] blogspot.com
[3] twitter.com
[2] drspikecook.com
[2] connectedd.org
[2] viglink.com
[2] naomimeredith.com
[1] squarespace.com
[1] amazon.com
[1] edutopia.org

Top Domains in Tweet in G7:
[4] fairobserver.com
[2] tes.com
[1] theconversation.com
[1] tandfonline.com
[1] theguardian.com
[1] inspiringstem.org
[1] twitter.com

Top Domains in Tweet in G8:
[18] iste.org
[16] k12dive.com
[10] youtube.com
[10] viglink.com
[3] shorturl.at
[3] prnewswire.com
[3] twitter.com
[2] nwea.org
[1] npr.org
[1] youtu.be

Top Domains in Tweet in G9:
[12] youtube.com
[10] teachbetter.com
[8] on.ca
[5] learningpersonalized.com
[4] twitter.com
[3] wordpress.com
[3] naesp.org
[2] wholechildeducation.org
[2] casel.org
[2] forbes.com

Top Domains in Tweet in G10:
[5] afhogan.com
[4] wordpress.com
[3] linkedin.com
[2] twitter.com
[2] teachthought.com
[2] google.com
[1] fetc.org
[1] apple.com
[1] ow.ly
[1] thebeecause.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4701] edchat
[1152] edtech
[767] learning
[680] education
[666] edutwitter
[648] k12
[314] teachertwitter
[305] educoach
[290] teaching
[211] elearning



Top Hashtags in Tweet in G1:
[1335] edchat
[653] learning
[568] edtech
[440] k12
[270] edutwitter
[254] educoach
[168] education
[160] teachertwitter
[159] teaching
[147] elearning

Top Hashtags in Tweet in G2:
[176] edchat
[44] edtech
[43] udl
[36] education
[34] blendedlearing
[30] cpchat
[21] teaching
[19] sped
[17] mzteachuh
[12] distancelearning

Top Hashtags in Tweet in G3:
[53] edchat
[9] learning
[9] edutwitter
[7] teachers
[7] revitupk12
[7] techntype
[5] teachertwitter
[5] edleadership
[4] educoach
[4] iteachmath

Top Hashtags in Tweet in G4:
[468] edchat
[88] education
[51] edtech
[39] teaching
[38] edutwitter
[34] elearning
[34] teachers
[33] learning
[26] teachertwitter
[26] 3rdchat

Top Hashtags in Tweet in G5:
[103] edchat
[49] edutwitter
[28] teachertwitter
[26] growthmindset
[22] k12
[21] digilead
[21] susancolton
[16] educoach
[14] education
[14] learning

Top Hashtags in Tweet in G6:
[113] edchat
[96] edutwitter
[82] suptchat
[72] cpchat
[44] disruptivethink
[22] edleaders
[21] edleadership
[15] aussieed
[11] satchat
[10] digilead

Top Hashtags in Tweet in G7:
[8] edchat
[7] education
[2] highered
[2] scipol
[2] sdg4
[1] highereducation
[1] politics
[1] antibullying
[1] bullying
[1] victimisation

Top Hashtags in Tweet in G8:
[67] edchat
[24] k12
[13] retrievalpractice
[11] atassessment
[11] teachbetter
[11] atplc
[10] education
[9] equity
[9] ukedchat
[7] suptchat

Top Hashtags in Tweet in G9:
[80] edchat
[12] education
[8] register
[8] pqp
[5] sel
[5] cpchat
[4] youtube
[4] onted
[4] radio
[3] personalizedlearning

Top Hashtags in Tweet in G10:
[37] edchat
[23] teachermyth
[17] buildhopeedu
[10] bekindedu
[10] codebreaker
[9] joyfulleaders
[9] tlap
[8] edtech
[8] sketchnote
[7] leadlap

Top Words
Top Words in Tweet in Entire Graph:
[4700] #edchat
[1239] students
[1152] #edtech
[786] tcea
[781] school
[767] #learning
[758] learning
[680] #education
[666] #edutwitter
[648] #k12

Top Words in Tweet in G1:
[1335] #edchat
[727] tcea
[653] #learning
[568] #edtech
[440] #k12
[270] #edutwitter
[254] #educoach
[235] education
[224] learning
[195] ways

Top Words in Tweet in G2:
[176] #edchat
[79] catlin_tucker
[65] learning
[47] online
[45] support
[45] course
[45] teachers
[44] #edtech
[43] edutopia
[43] #udl

Top Words in Tweet in G3:
[199] elmagazine
[190] always
[188] remember
[155] students
[142] feel
[94] taught
[94] made
[94] rjmotivates
[87] important
[82] one

Top Words in Tweet in G4:
[468] #edchat
[88] #education
[64] students
[59] school
[51] #edtech
[47] more
[39] #teaching
[39] year
[38] #edutwitter
[35] learning

Top Words in Tweet in G5:
[158] students
[128] teachthought
[122] classroom
[103] #edchat
[90] actually
[89] differentiation
[89] rational
[89] approach
[89] meeting
[89] needs

Top Words in Tweet in G6:
[189] e_sheninger
[182] virtual
[113] #edchat
[108] year
[96] #edutwitter
[96] creating
[92] school
[91] adding
[91] options
[91] learners

Top Words in Tweet in G7:
[9] evidencebase_im
[9] jeremyfarrar
[9] ukri_ceo
[8] braincures
[8] #edchat
[7] thepeopleshubuk
[7] #education
[6] proftimnoakes
[6] michelle_cruk
[6] bulliescampaign

Top Words in Tweet in G8:
[67] #edchat
[51] students
[45] iste
[44] learning
[27] three
[24] #k12
[23] use
[21] student
[19] pandemic
[19] watch

Top Words in Tweet in G9:
[80] #edchat
[71] curriculumblog
[58] first
[53] students
[37] trust
[29] 45
[29] day
[29] class
[28] overstate
[28] importance

Top Words in Tweet in G10:
[47] nowakro
[37] #edchat
[36] copies
[30] child
[27] book
[23] give
[23] #teachermyth
[23] more
[22] decisions
[19] aaron_hogan

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[421] #edtech,#edchat
[297] #edchat,#edutwitter
[262] #edchat,#edtech
[260] school,year
[255] #edchat,#learning
[222] always,remember
[193] #learning,#k12
[160] #edchat,#k12
[144] #edchat,#education
[141] #educoach,#edchat

Top Word Pairs in Tweet in G1:
[243] #edchat,#learning
[190] #learning,#k12
[172] #edtech,#edchat
[134] #educoach,#edchat
[121] learning,strategies
[118] #edchat,#edtech
[114] ways,instantly
[114] instantly,improve
[114] improve,active
[114] active,#listening

Top Word Pairs in Tweet in G2:
[43] online,course
[40] support,teachers
[39] self,paced
[39] paced,online
[39] teachers,continuing
[39] continuing,#udl
[34] #udl,#blendedlearing
[32] designed,self
[32] course,katienovakudl
[32] katienovakudl,support

Top Word Pairs in Tweet in G3:
[188] always,remember
[94] students,always
[94] remember,taught
[94] taught,always
[94] remember,made
[94] made,feel
[94] feel,rjmotivates
[94] elmagazine,students
[81] one,important
[81] important,relationships

Top Word Pairs in Tweet in G4:
[19] #3rdchat,#4thchat
[18] school,year
[17] #edchat,#edutwitter
[17] #education,#edchat
[17] #edtech,#edchat
[17] oklahoma,city
[15] #education,#learning
[15] #edchat,#3rdchat
[15] #4thchat,#5thchat
[14] #elearning,#education

Top Word Pairs in Tweet in G5:
[90] students,actually
[89] differentiation,rational
[89] rational,approach
[89] approach,meeting
[89] meeting,needs
[89] needs,students
[89] actually,making
[89] making,happen
[89] happen,classroom
[88] teachthought,differentiation

Top Word Pairs in Tweet in G6:
[92] school,year
[91] creating,virtual
[91] virtual,school
[91] year,adding
[91] adding,virtual
[91] virtual,options
[91] options,learners
[91] learners,considerations
[90] e_sheninger,creating
[90] considerations,resourc

Top Word Pairs in Tweet in G7:
[6] jeremyfarrar,michelle_cruk
[6] michelle_cruk,ukri_ceo
[6] ukri_ceo,evidencebase_im
[6] evidencebase_im,bulliescampaign
[6] bulliescampaign,thepeopleshubuk
[5] braincures,jeremyfarrar
[4] thepeopleshubuk,delusionalacad1
[4] delusionalacad1,psychmh
[4] inequality,#education
[4] #education,forefront

Top Word Pairs in Tweet in G8:
[13] watch,minute
[13] minute,video
[13] video,three
[13] three,reasons
[13] reasons,#retrievalpractice
[13] #retrievalpractice,boosts
[13] boosts,student
[13] student,learning
[13] learning,poojaagarwal
[13] summer,series

Top Word Pairs in Tweet in G9:
[28] overstate,importance
[28] importance,first
[28] first,45
[28] 45,minutes
[28] minutes,first
[28] first,day
[28] day,class
[28] class,students
[28] students,ask
[28] ask,trust

Top Word Pairs in Tweet in G10:
[18] give,away
[18] away,few
[18] few,copies
[18] copies,shattering
[18] shattering,perfect
[18] perfect,#teachermyth
[18] #teachermyth,winners
[18] winners,copies
[18] copies,book
[17] aaron_hogan,give

Top Replied-To
Top Replied-To in Entire Graph:
@itsamry
@tomwhitby
@sgthomas1973
@dennisdill
@matthewxjoseph
@mssackstein
@mrs_mkerch
@jeremydbond
@dubioseducator
@shiftparadigm

Top Replied-To in G1:
@matthewxjoseph
@fungooli
@morgan70612949
@usedgov
@samanthashaffn2
@academydanielle
@mraspinall
@jackwurf
@bernimoreno

Top Replied-To in G2:
@katienovakudl
@thomascmurray

Top Replied-To in G3:
@mariebouk12

Top Replied-To in G7:
@laserhaas01
@jeremyfarrar
@juliala52988125
@braincures

Top Replied-To in G10:
@mraspinall

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@e_sheninger
@elmagazine
@teachthought
@tnvora
@leighespy
@rjmotivates
@catlin_tucker
@birdwriter7
@erik_youngman

Top Mentioned in G1:
@tcea
@tnvora
@leighespy
@eraser
@kqed
@goldedullc
@coopmike48
@edtechneil
@oodlu_tweets
@bkovich

Top Mentioned in G2:
@catlin_tucker
@edutopia
@katienovakudl
@educationweek
@edsurge
@the_edu_table
@weareteachers
@mindshiftkqed
@edutechguys
@teachthoughtpd

Top Mentioned in G3:
@elmagazine
@rjmotivates
@sweeneydiane
@a
@ascd
@rickwormeli2
@br
@drmarciatate
@rick_ramirez915

Top Mentioned in G4:
@2peasandadog
@mradampe
@cattsireland
@jprofnb
@learningatmaf
@beartrust
@coachjeffery
@3rteachertrain
@mrrobertspubs
@cursivecontent

Top Mentioned in G5:
@teachthought
@erik_youngman
@tcea
@cultofpedagogy
@susancolton2
@leeannjung
@mrshowell24
@cbosley19
@breakoutedu
@edutopia

Top Mentioned in G6:
@e_sheninger
@wes_kieschnick
@carlamarschall
@danpbutler
@tcea
@teachthought
@shawnachor
@erik_youngman
@edutopia
@drspikecook

Top Mentioned in G7:
@evidencebase_im
@ukri_ceo
@jeremyfarrar
@braincures
@thepeopleshubuk
@proftimnoakes
@michelle_cruk
@bulliescampaign
@psychmh
@wb_uk

Top Mentioned in G8:
@iste
@k12divenews
@poojaagarwal
@retrievelearn
@nwea
@tomschimmerpod
@courseofmind
@amplify
@mckinsey
@elaineklauer

Top Mentioned in G9:
@curriculumblog
@cpcoofficial
@youtube
@allison_zmuda
@teachbetterteam
@ascd
@edu_thompson
@yongzhaoed
@opcouncil
@voicedcanada

Top Mentioned in G10:
@nowakro
@aaron_hogan
@mraspinall
@jilldubois22
@mindshiftkqed
@codebreak
@woodard_julie
@occc
@educatoral
@weareteamology

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@kayemenner
@marshawright
@cybersec_feeds
@chidambara09
@bella623
@raymond_norman
@femtech_
@susanneleist
@w_angels_wings

Top Tweeters in G1:
@chidambara09
@coopmike48
@eraser
@researchmrx
@fabriciosx
@thecuriousluke
@hoyatexas
@rldi_lamy
@education_24x7
@demcastmn

Top Tweeters in G2:
@trippbraden
@nicochan33
@nytimes
@ilovebooks786
@lawrence_wray
@alicekeeler
@forbes
@ukedchat
@lifewithjohn
@mzteachuh

Top Tweeters in G3:
@raesnape
@achswan
@lewis1jj
@coachgoodman
@ascd
@massp
@esl_fairy
@kittii31
@jenniferagates
@allisonrae2

Top Tweeters in G4:
@avivaloca
@wmchamberlain
@cybraryman1
@iconohash
@beartrust
@coolcatteacher
@edwindearborn
@carinahilbert
@averyteach
@rimwellc

Top Tweeters in G5:
@dr_shibley
@wagjuer
@gary_hensel
@kelouise1
@revolp
@rachelgray7
@grammasheri
@krissymom2
@erik_youngman
@cloudscholar

Top Tweeters in G6:
@marcelamomberg
@beth_lizet
@debbieharris1
@guy4mknp
@e_sheninger
@comaeducational
@disruptedtoday
@kevinwfaris
@twhitford
@keemanxp

Top Tweeters in G7:
@marting8177
@ignaciovalle3
@bbcnews
@drumeshprabhu
@doctorow
@tristramwyatt
@laserhaas01
@suzannah_baron
@rossthomson26
@nickystevo

Top Tweeters in G8:
@aftct
@michelle4edu
@iste
@teacherchalky1
@becalzada
@electbeaven
@ana_cd
@edelements
@mckinsey
@richlandtwo

Top Tweeters in G9:
@teachercast
@yourstoryco
@harvardbiz
@curriculumblog
@plugusin
@teachbetterteam
@drneilgupta
@that_kid_vonte
@malpani
@kylehamstra

Top Tweeters in G10:
@web20classroom
@robincogan
@jesslahey
@mraspinall
@pcalleypbvusd
@aaron_hogan
@garym
@mariuzzoandrea
@nowakro
@wickededtech


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