Edchat, Twitter, 12/16/2019 7:29:30 PM, 218930


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Edchat December-16-2019 Girvan-Newman cluster algorithm
Edchat December-16-2019 Girvan-Newman cluster algorithm
From:
SMRFoundation
Uploaded on:
December 16, 2019
Short Description:
Edchat via NodeXL http://bit.ly/2PODr1j
@mindshiftkqed
@markj_ohnson
@fixingeducation
@scalarhumanity
@brianmendler
@tnvora
@edutopia
@educationweek
@uknowhgse
@cultofpedagogy

Top hashtags:
#edchat
#edtech
#education
#teachers
#ukedchat
#k12
#educhat
#teaching

Description:
Description
The graph represents a network of 7,246 Twitter users whose recent tweets contained "Edchat", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Monday, 16 December 2019 at 11:49 UTC.

The tweets in the network were tweeted over the 4-day, 13-hour, 10-minute period from Wednesday, 11 December 2019 at 21:57 UTC to Monday, 16 December 2019 at 11:08 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 Girvan-Newman cluster algorithm.

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


Author Description


Overall Graph Metrics
Vertices : 7246
Unique Edges : 10022
Edges With Duplicates : 4444
Total Edges : 14466
Number of Edge Types : 5
Retweet : 3473
MentionsInRetweet : 5254
Tweet : 2901
Mentions : 2714
Replies to : 124
Self-Loops : 3009
Reciprocated Vertex Pair Ratio : 0.00862924023011307
Reciprocated Edge Ratio : 0.0171108270233061
Connected Components : 779
Single-Vertex Connected Components : 375
Maximum Vertices in a Connected Component : 5403
Maximum Edges in a Connected Component : 11706
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.784701
Graph Density : 0.000193705310771398
Modularity : 0.658789
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 7,246 Twitter users whose recent tweets contained "Edchat", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Monday, 16 December 2019 at 11:49 UTC.

The tweets in the network were tweeted over the 4-day, 13-hour, 10-minute period from Wednesday, 11 December 2019 at 21:57 UTC to Monday, 16 December 2019 at 11:08 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 : TwitterSearch
Graph Term : Edchat
Groups : The graph's vertices were grouped by cluster using the Girvan-Newman cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[58] https://www.teachthought.com/project-based-learning/8-basic-steps-project-based-learning-get-started/
[42] http://www.cultofpedagogy.com/5-second-solution/
[36] https://gregashman.wordpress.com/2019/12/13/learning-progressions-are-invalid-and-inequitable/
[32] https://gregashman.wordpress.com/2019/12/15/can-critical-thinking-be-taught/
[28] https://bethanyshill.com/2019/12/05/kindergarten-teachers-i-see-you/
[27] http://ow.ly/xhvS30q0gW5
[26] http://www.globalmetacognition.com/
[20] https://esheninger.blogspot.com/2019/12/model-what-you-preach-pedagogy-at-heart.html
[20] http://schottfoundation.org/2020-presidential-forum-public-education
[19] https://www.cultofpedagogy.com/tqe-method/

Top URLs in Tweet in G1:
[9] http://www.globalmetacognition.com/
[7] http://ow.ly/YuEd50xyDIh
[6] https://blog.tcea.org/ed-tech-roundup-dec06/
[6] https://21centuryedtech.wordpress.com/2019/12/09/to-all-educators-i-believe-in-you-a-special-letter-from-santa-2019/
[6] https://www.bbc.com/news/world-europe-50740324
[5] https://twinybots.ch/
[5] https://tweetedtimes.com/gpearsonEDU?s=rgp
[5] https://www.facebook.com/groups/EducationalMetacognition/
[5] https://tweetedtimes.com/JodiMos?s=rgp
[4] https://www.facebook.com/QualityClassrooms/

Top URLs in Tweet in G2:
[25] https://bethanyshill.com/2019/12/05/kindergarten-teachers-i-see-you/
[10] http://www.wonderexplorelearn.com/
[8] https://www.wonderexplorelearn.com/self-care-for-students-start-with-educators-sel-udl-for-all-learners/
[7] https://therobbreviewblog.com/
[5] https://gmail.us20.list-manage.com/subscribe?u=b522a2da94a0a03d2b329dc27&id=6282059492
[4] https://podcasts.apple.com/us/podcast/punk-rock-classrooms/id1481003998
[4] https://schoolrubric.com/publications/articles/perspectives/item/110-the-staffroom-podcast-s1e11-technology-in-the-classroom
[3] https://mrromannowak.wordpress.com/2019/12/11/sometimes-we-need-to-find-the-light-in-the-dark/
[3] https://bethanyshill.com/2019/12/16/confessions-of-a-not-so-balanced-literacy-teacher/
[3] http://www.teachonomy.com/fogbow

Top URLs in Tweet in G3:
[9] https://usingtechnologybetter.com/its-about-respect/
[2] https://usingtechnologybetter.com/5-power-tips-for-working-with-google-calendar-events/
[2] https://www.teachertoolkit.co.uk/2014/02/01/5-minute-research-plan/?utm_content=bufferd4dec&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://elearningstuff.net/2019/12/11/latest-trends-in-intelligent-campus-design/
[2] https://www.coolcatteacher.com/5-ways-to-improve-relevance-in-our-classrooms-now/
[2] https://www.freetech4teachers.com/2019/12/coding-drones-100-engagement-webinar.html
[1] https://intellispark.com/blog/four-impactful-actions-mtss-spreadsheets-dont-guarantee/
[1] https://usingtechnologybetter.com/using-the-goal-seek-add-on-in-google-sheets/
[1] http://usingtechnologybetter.com/jumbo-day-2020-registration/
[1] https://usingtechnologybetter.com/how-to-quickly-check-activity-on-a-google-doc-sheet-or-slide/

Top URLs in Tweet in G4:
[35] http://www.cultofpedagogy.com/5-second-solution/
[34] https://gregashman.wordpress.com/2019/12/13/learning-progressions-are-invalid-and-inequitable/
[27] https://gregashman.wordpress.com/2019/12/15/can-critical-thinking-be-taught/
[21] http://ow.ly/xhvS30q0gW5
[14] https://www.cultofpedagogy.com/tqe-method/
[12] http://ow.ly/gTfw50xpE77
[10] https://gregashman.wordpress.com/2019/12/11/australias-pisa-shock/
[4] http://ow.ly/8Rb730q0gpb
[3] https://www.cultofpedagogy.com/busysheets/
[3] http://www.cultofpedagogy.com/supporting-esl-students-mainstream-classroom/

Top URLs in Tweet in G5:
[3] https://www2.ncte.org/groups/cel/cel-talks-podcast/
[2] https://twitter.com/teachergoals/status/1205274228913774592
[2] https://twitter.com/GraphixBooks/status/1205505741773328384
[2] https://twitter.com/fixingeducation/status/1205954935969501184
[1] https://www.cultofpedagogy.com/tqe-method/
[1] https://open.spotify.com/episode/7mLhaHII6RBtH3My1U5vwo?context=spotify%3Auser%3Aspotify%3Aplaylist%3A37i9dQZF1EfT74LtjEdaBn&si=dwEVWHHgQMOeeQsQLI0QJw
[1] https://twitter.com/pbsteachers/status/1205630996495970312
[1] https://twitter.com/scholastic/status/1205916490479947776
[1] https://twitter.com/debreese/status/1205995493089824768
[1] https://twitter.com/msilvaonhs/status/1205279391149961219

Top URLs in Tweet in G6:
[6] https://inservice.ascd.org/the-instructional-leader-manifesto/
[4] http://ow.ly/uX0330q248Z
[4] https://mailchi.mp/8795c97b7f22/teachers-new-year-checklist
[2] https://event.on24.com/wcc/r/2134098/8C7312EF561FFF4BA3913E479541B9B6?partnerref=ASCDpresenter
[2] https://www.teachermagazine.com.au/articles/learner-persistence-the-productive-struggle
[2] https://twitter.com/ericpmusselman/status/1206246406949920769
[1] https://www.learningpersonalized.com/peek-one-personalized-learning-classroom-design/
[1] https://www.learningpersonalized.com/personalized-learning-network/
[1] https://www.learningpersonalized.com/amazing-pop-courses-year/
[1] https://www.learningpersonalized.com/conference-calls-authors-fit-common-core/

Top URLs in Tweet in G7:
[4] http://ow.ly/xhvS30q0gW5
[3] https://www.thecorecollaborative.com/learner-centered-assessment
[2] http://ow.ly/Q4iA30fceW6
[2] https://www.kqed.org/mindshift/53955/where-did-all-these-teen-activists-come-from
[2] https://www.nytimes.com/2019/12/11/education/screens-classroom-tool-temptation.html
[2] https://www.kqed.org/mindshift/55006/the-teachers-role-in-finlands-phenomenon-based-learning
[2] http://ow.ly/5veE304TcCi
[2] http://ow.ly/4o9u50wJADJ
[1] https://www.kqed.org/mindshift/37289/how-does-the-brain-learn-best-smart-studying-strategies?fbclid=IwAR3LriOWZWuJymV7mTM_4NcSzIcKlNzljRRFfxRSIkoUcbLRQQmWX32FXbQ
[1] http://ow.ly/mutV50xzXx8

Top URLs in Tweet in G8:
[1] https://truthbombteaching.com/gifted-learner-social-studies/
[1] https://truthbombteaching.com/15-ways-keep-sane-large-class-size/
[1] https://podcasts.apple.com/us/podcast/the-brian-mendler-show/id1465332247?i=1000459138770

Top URLs in Tweet in G9:
[11] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=2656022011&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-pages-popularity-rank&page=1&langFilter=default#formatSelectorHeader
[9] https://cue.org/meet-the-podcasters-at-spring-cue-2020/
[5] http://www.cvent.com/events/spring-cue-2020-conference/event-summary-c39fefe334a94c108aee9ab8a68fdc90.aspx
[5] https://techcoachjuarez.blogspot.com/2019/12/winter-break-pln-building-tips-facebook.html
[5] https://bit.ly/2uEG0Z9
[5] https://www.rdene915.com/
[4] https://www.stitcher.com/s?eid=60731712
[3] https://d27gr4uvgxfbqz.cloudfront.net/files%2F5dc9ce78-2873-4b43-9c70-44ed80cd30e5_Rethinking%20Pedagogy.pdf?utm_campaign=Update&utm_source=hs_email&utm_medium=email&utm_content=80504185&_hsenc=p2ANqtz--L-pGcczvrtYvqnu-_1F4WkcRL_Ep4FdwudKg35c6WUrhutEu1oDX7nAOUlxDPYMtPrtSxU0O_0Jo_HN1pYN_DJBWkog&_hsmi=80505038
[3] https://classtechtips.com/
[3] http://gettingsmart.com/categories/edtech/

Top URLs in Tweet in G10:
[12] https://www.edutopia.org/article/allowing-test-retakes-without-getting-gamed
[10] https://teachheath.com/
[8] https://teachheath.com/subscribe
[6] https://www.nytimes.com/2019/11/19/well/family/autism-children-dance.html
[4] https://www.christianpost.com/news/suicide-rate-kids-ages-10-to-14-nearly-tripled-last-decade-cdc-233530/
[4] https://www.rdene915.com/
[3] https://www.edutopia.org/article/whats-your-teacher-reputation
[3] http://www.k12prospects.com/LP/Avoiding-Email-Spam-Filters/Marketing-to-Schools-Avoiding-Email-Spam-Filters.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=avoid-the-spam-folder&utm_content=textlink
[2] https://www.edutopia.org/article/anatomy-school-bullying-stephen-merrill
[2] https://blog.securly.com/2019/12/09/using-title-iv-funds-for-student-safety/

Top Domains
Top Domains in Tweet in Entire Graph:
[331] twitter.com
[187] blogspot.com
[162] ow.ly
[113] thepaperlesstrail.com
[109] youtube.com
[104] wordpress.com
[95] edutopia.org
[88] catlintucker.com
[87] cultofpedagogy.com
[85] com.au

Top Domains in Tweet in G1:
[66] twitter.com
[30] ow.ly
[18] globalmetacognition.com
[16] mradampe.com
[16] finnemoreconsulting.com
[12] co.uk
[12] blogspot.com
[11] teacherspayteachers.com
[11] careerarc.com
[10] facebook.com

Top Domains in Tweet in G2:
[28] bethanyshill.com
[25] wonderexplorelearn.com
[9] twitter.com
[7] therobbreviewblog.com
[5] schoolrubric.com
[5] list-manage.com
[4] apple.com
[4] teachonomy.com
[3] wordpress.com
[3] amazon.com

Top Domains in Tweet in G3:
[19] usingtechnologybetter.com
[12] ow.ly
[5] co.uk
[3] edsurge.com
[2] elearningstuff.net
[2] coolcatteacher.com
[2] blogspot.com
[2] freetech4teachers.com
[1] intellispark.com
[1] harvard.edu

Top Domains in Tweet in G4:
[72] wordpress.com
[66] cultofpedagogy.com
[55] ow.ly
[7] edutopia.org
[7] catlintucker.com
[5] edsurge.com
[3] twitter.com
[3] techinnovation.live
[2] retrievalpractice.org
[1] com.au

Top Domains in Tweet in G5:
[11] twitter.com
[3] ncte.org
[1] cultofpedagogy.com
[1] spotify.com
[1] edulastic.com
[1] ow.ly
[1] transformingeducation.org
[1] instagram.com

Top Domains in Tweet in G6:
[7] learningpersonalized.com
[7] ascd.org
[6] twitter.com
[5] paper.li
[4] ow.ly
[4] mailchi.mp
[3] educationincites.com
[2] on24.com
[2] com.au
[2] forbes.com

Top Domains in Tweet in G7:
[20] kqed.org
[19] ow.ly
[7] nytimes.com
[4] edutopia.org
[3] edweek.org
[3] tolerance.org
[3] icivics.org
[3] thecorecollaborative.com
[1] edsource.org
[1] ascd.org

Top Domains in Tweet in G8:
[2] truthbombteaching.com
[1] apple.com

Top Domains in Tweet in G9:
[16] amazon.com
[11] cue.org
[6] cvent.com
[6] bit.ly
[6] gettingsmart.com
[5] blogspot.com
[5] google.com
[5] twitter.com
[5] rdene915.com
[4] stitcher.com

Top Domains in Tweet in G10:
[74] com.au
[30] edutopia.org
[30] tes.com
[23] youtube.com
[23] teachheath.com
[14] t.co
[13] k12prospects.com
[6] nytimes.com
[4] blogspot.com
[4] christianpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5490] edchat
[1248] edtech
[906] education
[555] teachers
[369] ukedchat
[344] k12
[284] educhat
[245] teaching
[239] aussieed
[221] elearning



Top Hashtags in Tweet in G1:
[627] edchat
[117] education
[110] edtech
[70] teachers
[42] teaching
[36] ukedchat
[32] k12
[31] teacher
[30] sltchat
[28] metacognition

Top Hashtags in Tweet in G2:
[204] edchat
[74] tlap
[66] education
[62] joyfulleaders
[44] teachbetter
[42] leadlap
[40] onedropofkindness
[35] questionoftheweek
[33] bekind
[33] struggles

Top Hashtags in Tweet in G3:
[97] teachers
[86] counselors
[73] edchat
[30] edtech
[29] education
[26] kindness
[26] elementary
[21] parents
[19] educators
[18] policymakers

Top Hashtags in Tweet in G4:
[181] edchat
[73] education
[67] aussieed
[67] ukedchat
[53] edreform
[45] teachertips
[39] classroommanagement
[39] teacherfriends
[33] teachers
[29] edtech

Top Hashtags in Tweet in G5:
[39] edchat
[12] teacherlife
[9] teach
[5] litchat
[4] kidlit
[4] teachers
[4] teacher
[3] literacystrong
[3] elachat
[3] education

Top Hashtags in Tweet in G6:
[117] edchat
[13] education
[11] susancolton
[8] udlchat
[8] udl
[6] leadinclusion
[6] weleaded
[6] artchat
[6] parenting
[5] leadupchat

Top Hashtags in Tweet in G7:
[85] edchat
[59] math
[59] parents
[34] reading
[22] teachers
[18] mentalhealth
[16] play
[15] teaching
[12] timepersonoftheyear
[9] counselors

Top Hashtags in Tweet in G8:
[14] edchat
[7] tlap
[7] edutwitter
[6] thatonekid
[5] teacher
[4] teach
[3] kidsdeserveit
[2] giftededucation
[2] culturize
[2] education

Top Hashtags in Tweet in G9:
[144] edchat
[66] springcue
[45] edtech
[41] education
[29] podcast
[24] k12
[20] future4edu
[20] quotes4edu
[17] cuechat
[17] edumatch

Top Hashtags in Tweet in G10:
[478] edchat
[144] edtech
[140] k12
[129] ukedchat
[120] education
[120] educhat
[108] science
[101] elearning
[95] nqtchat
[87] aussieed

Top Words
Top Words in Tweet in Entire Graph:
[11467] Words in Sentiment List#1: Positive
[4425] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: (Add your own word list)
[261033] Non-categorized Words
[276925] Total Words
[10419] #edchat
[1908] #edtech
[1633] students
[1387] amp
[1319] #education

Top Words in Tweet in G1:
[637] #edchat
[120] #education
[111] #edtech
[71] #teachers
[67] students
[58] school
[47] learning
[46] amp
[44] #ukedchat
[43] #teaching

Top Words in Tweet in G2:
[570] #edchat
[214] #tlap
[205] #leadlap
[151] #joyfulleaders
[124] students
[123] amp
[108] #bekindedu
[97] #buildhopeedu
[89] #education
[87] #leadupchat

Top Words in Tweet in G3:
[344] #edchat
[114] face
[114] children
[106] uknowhgse
[101] realize
[98] #teachers
[88] always
[88] working
[87] administrators
[87] common

Top Words in Tweet in G4:
[364] #edchat
[96] #education
[90] interview
[83] poojaagarwal
[80] #teachingstrategies
[77] #k12
[77] strategies
[76] #teaching
[74] #aussieed
[72] #ukedchat

Top Words in Tweet in G5:
[378] teachers
[263] #edchat
[172] help
[170] talk
[170] challenges
[170] going
[169] re
[168] hesitate
[168] hard
[168] teaching

Top Words in Tweet in G6:
[279] #edchat
[145] school
[124] students
[100] help
[85] content
[76] amp
[63] read
[55] ascd
[51] more
[47] grant

Top Words in Tweet in G7:
[318] #edchat
[76] fear
[75] #parenting
[71] students
[71] help
[66] standard
[61] long
[60] child
[59] #math
[59] #parents

Top Words in Tweet in G8:
[356] reminder
[226] #edchat
[214] one
[211] #tlap
[205] kids
[202] #thatonekid
[189] amp
[187] #edutwitter
[183] #teacher
[183] #teach

Top Words in Tweet in G9:
[314] #edchat
[139] #edtech
[95] #wearecue
[87] amp
[83] #cuechat
[74] #caedchat
[68] #iste
[66] #springcue
[65] speakers
[60] #education

Top Words in Tweet in G10:
[592] #edchat
[171] #k12
[154] #edtech
[147] #ukedchat
[135] #education
[135] #educhat
[132] #science
[125] #nqtchat
[125] #aussieed
[120] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[747] #edtech,#edchat
[464] #edchat,#edtech
[414] #edchat,#education
[267] #education,#edchat
[238] challenges,teachers
[238] #ukedchat,#edchat
[214] give,away
[212] #edutwitter,#tlap
[211] #teach,#teacher
[205] #edchat,#educhat

Top Word Pairs in Tweet in G1:
[44] #edtech,#edchat
[33] #edchat,#education
[25] #edchat,#teachers
[23] #edchat,#edtech
[22] #ukedchat,#edchat
[19] #sltchat,#edchat
[18] #education,#edchat
[16] #mradampe,#pegeeks
[16] #pegeeks,#physed
[16] #physed,#pechat

Top Word Pairs in Tweet in G2:
[113] #tlap,#leadlap
[81] #buildhopeedu,#bekindedu
[73] #bekindedu,#tlap
[61] #leadlap,#edchat
[44] #edchat,#satchat
[38] #joyfulleaders,#celebrated
[35] #sunchat,#edchat
[35] take,time
[33] #leadupchat,#leadlap
[33] please,notice

Top Word Pairs in Tweet in G3:
[104] uknowhgse,#edchat
[86] #teachers,#counselors
[86] #counselors,administrators
[86] administrators,recognize
[86] recognize,cumulative
[86] cumulative,stressors
[86] stressors,face
[86] face,always
[86] always,realize
[86] realize,symptoms

Top Word Pairs in Tweet in G4:
[66] research,based
[66] poojaagarwal,patricebain1
[66] #teachingstrategies,#teaching
[64] four,research
[64] based,strategies
[64] strategies,teacher
[64] teacher,using
[64] using,interview
[64] interview,poojaagarwal
[64] patricebain1,#k12

Top Word Pairs in Tweet in G5:
[168] teachers,hesitate
[168] hesitate,talk
[168] talk,hard
[168] hard,teaching
[168] teaching,really
[168] really,honest
[168] honest,challenges
[168] challenges,teachers
[168] teachers,face
[168] face,re

Top Word Pairs in Tweet in G6:
[84] content,help
[47] grant,wiggins
[44] high,school
[42] read,better
[42] better,read
[42] mission,high
[42] school,cover
[42] cover,content
[42] help,learners
[42] learners,become

Top Word Pairs in Tweet in G7:
[54] #parents,overcome
[54] overcome,fear
[54] fear,#math
[54] #math,help
[54] help,child
[54] child,succeed
[54] succeed,long
[54] long,changed
[54] changed,attitudes
[54] attitudes,subject

Top Word Pairs in Tweet in G8:
[198] #edchat,#thatonekid
[181] #edutwitter,#tlap
[180] #teach,#teacher
[179] best,piece
[179] piece,advice
[179] #thatonekid,#edutwitter
[179] #tlap,#teach
[178] yearly,reminder
[178] reminder,kids
[178] kids,holidays

Top Word Pairs in Tweet in G9:
[74] #edchat,#caedchat
[66] #caedchat,#edtech
[66] #edtech,#iste
[66] #iste,#wearecue
[48] featured,speakers
[44] motivated,inspired
[44] increased,hotel
[44] hotel,capacity
[44] holiday,pricing
[44] pricing,full

Top Word Pairs in Tweet in G10:
[116] #aussieed,#edchat
[112] #ukedchat,#science
[110] #science,#nqtchat
[106] #edchat,#education
[98] #education,#edtech
[94] #edtech,#elearning
[94] #elearning,#k12
[84] #nqtchat,#ittchat
[84] #ittchat,#aussieed
[78] #edchat,#learn

Top Replied-To
Top Replied-To in Entire Graph:
@tomwhitby
@gregsederberg
@nicholaskgarvin
@themadstone
@cultofpedagogy
@nycschoois
@pvhstap
@fixingeducation
@sofiahayes20
@huppertmiss

Top Replied-To in G2:
@gregsederberg
@boone_county
@huppertmiss
@dmvelliaris
@edutopia

Top Replied-To in G4:
@cultofpedagogy
@itscherij
@misterbeasleygo

Top Replied-To in G5:
@fixingeducation

Top Replied-To in G6:
@s_odwyer
@chiefs
@organizingpower

Top Replied-To in G8:
@brianmendler

Top Replied-To in G10:
@aishongkong
@edsitement
@teachheath

Top Mentioned
Top Mentioned in Entire Graph:
@tnvora
@uknowhgse
@edutopia
@poojaagarwal
@greg_ashman
@patricebain1
@ascd
@kschwart
@educationweek
@lindaflanagan2

Top Mentioned in G1:
@candace_davies
@proactive_av
@dormickpark
@epraiseuk

Top Mentioned in G2:
@joe_sanfelippo
@shiftparadigm
@doneppsedu
@maire_from_nj
@angelamaiers
@joemullikin86
@nankr1120
@melanie_korach
@williamdp
@raspberryberet3

Top Mentioned in G3:
@uknowhgse
@kschwart
@lindaflanagan2
@tolerance_org
@casillas_drc
@bretjturner
@t4sj
@anya1anya
@tnvora
@pbsteachers

Top Mentioned in G4:
@poojaagarwal
@greg_ashman
@patricebain1
@cultofpedagogy
@joemhirsch
@marisaethompson
@edutopia
@sfreemark
@retrievelearn
@lindaflanagan2

Top Mentioned in G5:
@mrjoshflores
@bhduckworth
@fixingeducation
@corbyswan
@jgiordanobts
@bedminsterpto
@marisaethompson
@ncte
@msbruceedu7
@inspired4lgeh

Top Mentioned in G6:
@ascd
@ncte
@nancyfrey
@dfishersdsu
@julie_kroener
@ilatoday
@pctela
@pctelanews
@skype
@jamesclear

Top Mentioned in G7:
@educationweek
@self_compassion
@nytimes
@louise_dube
@icivics
@callmeki
@uknowhgse
@hechingerreport
@mindshiftkqed
@kschwart

Top Mentioned in G8:
@thedopeeducator
@pathwy2success
@tnvora

Top Mentioned in G9:
@tntedtech
@rdene915
@andersonedtech
@claudiozavalajr
@mrsalakas
@kerszi
@sylviaduckworth
@thenerdyteacher
@classtechtips
@beckykeene

Top Mentioned in G10:
@edutopia
@cat3y
@tesresources
@impactwales
@lisa_westman
@youtube
@aishongkong
@folgerlibrary
@wing_mwing
@asimpsonedu

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@sectest9
@jurylady5
@smilingbluedog
@iartg
@evankirstel
@coopmike48
@chidambara09
@chipotletweets
@chuddles11

Top Tweeters in G1:
@situationalcomm
@marypatriotnews
@teachercast
@theitstrategist
@educatormaguk
@lookforsun
@amruthasuri
@iconohash
@ittechbuz
@worldlillie

Top Tweeters in G2:
@masonpeterj
@jeanettejoy
@shiftparadigm
@erobbprincipal
@nplace1
@allipolin
@laura_a_diaz
@angelamaiers
@taramartinedu
@melanie_korach

Top Tweeters in G3:
@netminnow
@bar_zie
@teachertoolkit
@biosunu
@markedeschaine
@spkmind3
@grammasheri
@stpstservices
@krsciencelady
@christinakarra

Top Tweeters in G4:
@smh
@dennisg_shea
@cecilia_bocking
@tweetinchar
@tarafarah7
@dacooster
@greg_ashman
@ottawadaddy
@rlfreedm
@cloudscholar

Top Tweeters in G5:
@hoosier47906
@angiesullivan0
@msbrandyjackson
@mcolettek
@kycara
@twisted_panic
@nomorebooks
@jerodbrown_
@barbiebambi7
@mrjoshflores

Top Tweeters in G6:
@skype
@wmchamberlain
@ncte
@shirleyaguilera
@harvardbiz
@cristama
@jonharper70bd
@curriculumblog
@pcalleypbvusd
@ascd

Top Tweeters in G7:
@nytimes
@mssackstein
@educationweek
@veritasardentur
@1abuazzam
@alvarodebazan2
@urfagundem
@roshaundadgreen
@mgcjusa
@tastenspieler

Top Tweeters in G8:
@drneilgupta
@acarmonax10
@teacherscribe
@4_teachers
@elisabostwick
@pjvana
@principalince
@krs_shortie
@wh4family
@beauty4ashesxox

Top Tweeters in G9:
@jurylady5
@fizapathan
@radznanda
@designthinkbot
@korytellers
@philshapiro
@rdene915
@jcorippo
@ivon_ehd1
@tueswithlaurie

Top Tweeters in G10:
@andrewmorrisuk
@riyadhalrifai
@coachbillups_
@sanrau
@gdorn1
@thecuriousluke
@smithsk
@ksev4
@annadebartolo2
@drdwestonphd


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