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edchat_2022-01-17_03-15-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 18, 2022
Short Description:
edchat via NodeXL https://bit.ly/33L5Dwp
@mindfuldesserts
@tcea
@sflecce
@superteamup
@les_mermaid
@fixingeducation
@jc_james_clark
@allaboutthepact
@e_sheninger
@braincures

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

Description:
Description
The graph represents a network of 5,626 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, 17 January 2022 at 11:29 UTC.

The requested start date was Monday, 17 January 2022 at 01:01 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 4-day, 22-hour, 48-minute period from Wednesday, 12 January 2022 at 02:12 UTC to Monday, 17 January 2022 at 01:01 UTC.

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

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

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 5626
Unique Edges : 3830
Edges With Duplicates : 12064
Total Edges : 15894
Number of Edge Types : 5
Mentions : 2089
Retweet : 4970
MentionsInRetweet : 6903
Replies to : 89
Tweet : 1843
Self-Loops : 2001
Reciprocated Vertex Pair Ratio : 0.0273245788566123
Reciprocated Edge Ratio : 0.0531956100710136
Connected Components : 573
Single-Vertex Connected Components : 284
Maximum Vertices in a Connected Component : 4150
Maximum Edges in a Connected Component : 13230
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.238477
Graph Density : 0.00024473673816013
Modularity : 0.449941
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,626 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, 17 January 2022 at 11:29 UTC.

The requested start date was Monday, 17 January 2022 at 01:01 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 4-day, 22-hour, 48-minute period from Wednesday, 12 January 2022 at 02:12 UTC to Monday, 17 January 2022 at 01:01 UTC.

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

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

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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[127] https://fouroclockfaculty.com/2022/01/end-your-day-2/
[67] https://www.counselorchelsey.com/blog/showingempathytostudents
[39] https://spencerauthor.com/16-ways-pd/
[38] https://blog.tcea.org/brain-based-strategies-that-work/
[38] https://www.fortheteachers.org/five-minutes-critical-thinking/
[35] https://convention.tcea.org/
[32] https://www.teachthought.com/pedagogy/inquiry-based-teaching-strategies/
[31] https://oodlu.org/
[31] https://oodlu.org
[28] https://www.cultofpedagogy.com/google-student-projects/

Top URLs in Tweet in G1:
[31] https://oodlu.org
[31] https://oodlu.org/
[18] https://techcoachjuarez.blogspot.com/2022/01/check-6th-annual-tcoe-tech-rodeo-jan-15.html
[15] https://techcoachjuarez.blogspot.com/2022/01/prep-for-google-certified-educator_14.html
[13] https://www.eventsquid.com/event.cfm?event_id=15317
[12] https://www.festeredu.com/single-post/camp-culture-creating-an-ideal-learning-environment-part-i
[11] https://techcoachjuarez.blogspot.com/2022/01/prep-for-google-certified-educator_12.html
[11] https://www.teacherspayteachers.com:443/Sellers-Im-Following/Add/Teachheath
[10] https://www.teachercast.net/create-microsoft-outlook-groups/?utm_campaign=why-should-you-create-an-email-distribution-list-before-creating-your-microsoft-teams-environments&utm_medium=social_link&utm_source=missinglettr-twitter#utm_source=rss&utm_medium=rss&utm_campaign=create-microsoft-outlook-groups
[10] https://techcoachjuarez.blogspot.com/2022/01/prep-for-google-certified-educator_11.html

Top URLs in Tweet in G3:
[122] https://fouroclockfaculty.com/2022/01/end-your-day-2/
[60] https://www.counselorchelsey.com/blog/showingempathytostudents
[39] https://spencerauthor.com/16-ways-pd/
[38] https://www.fortheteachers.org/five-minutes-critical-thinking/
[35] https://blog.tcea.org/brain-based-strategies-that-work/
[32] https://www.teachthought.com/pedagogy/inquiry-based-teaching-strategies/
[29] https://convention.tcea.org/
[24] https://jenniferfindley.com/test-taking-strategies/
[19] https://www.cultofpedagogy.com/google-student-projects/
[15] https://shakeuplearning.com/blog/a-hyperdoc-unit-that-will-blow-your-mind/

Top URLs in Tweet in G4:
[12] https://www.schoolnutritionandfitness.com/index.php?sid=3001080015290334&page=menus
[5] https://iconohash.com:443/
[3] https://www.tlrconsult.com/service-page/mastering-research-with-software-series-7?category=700e28b6-5c81-4a40-a138-ea02d37404cc&referral=service_list_widget
[2] https://linguafun.com/
[2] https://www.cnn.com/2022/01/11/us/college-admissions-antitrust-lawsuit/index.html
[2] http://social.mradampe.com/LZJr6w8k?utm_sq=fny489poul&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/fpqSy_R4?utm_sq=fo97fjrtif&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/E4VPdSuK?utm_sq=fo8iqoow16&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/D8_hwYXj?utm_sq=fo143fo8so&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts
[2] http://social.mradampe.com/NbPV0kks?utm_sq=fo0feine9h&utm_source=Twitter&utm_medium=social&utm_campaign=MrAdamPE&utm_content=Own+Blog+Posts

Top URLs in Tweet in G5:
[4] https://www.socratesheadofschool.com/books/think-again
[1] https://www.socratesheadofschool.com/books/future-of-smart
[1] https://sais.org/resource/school-is-not-reality/
[1] https://edu.rockhall.com/
[1] https://openspace.infohio.org/groups/cpl-x-rock-hall-oer-team/77/
[1] https://openspace.infohio.org/courses/open-space-groups-users
[1] https://twitter.com/writtenbyhand/status/1481624435861999618
[1] https://www.cultofpedagogy.com/google-student-projects/
[1] https://themarkup.org/machine-learning/2022/01/11/this-private-equity-firm-is-amassing-companies-that-collect-data-on-americas-children
[1] https://twitter.com/socheadofschool/status/1480604445046185988

Top URLs in Tweet in G6:
[6] https://docs.google.com/document/d/1OPf9LBvxLmBt_UzEMawb2T_beZ0jFtCg0lo8yJW1uaU/edit?usp=sharing
[3] https://www.ascd.org/webinars/tackling-the-motivation-crisis-webinar
[2] https://www.teachbetter.com/blog/reflections-on-teaching-learning/
[2] https://twitter.com/_roadtoawesome_/status/1482457924781764612
[2] https://www.ascd.org/blogs/q-and-a-baruti-kafele-on-leading-for-equity
[2] https://www.solutiontree.com/equity-is-the-heart-of-rti-webinar.html
[2] https://www.teachbetter.com/blog/the-art-of-reflection/
[1] https://books.apple.com/us/book/taking-flight-with-ipad-k-2/id1593323652?ls=1
[1] https://www.teachbetter.com/blog/do-we-have-a-leadership-pool/
[1] https://www.teachbetter.com/blog/breaking-the-barriers-of-curriculum-design/

Top URLs in Tweet in G7:
[1] https://twitter.com/SSiggs/status/1149183561494384641
[1] https://www.tandfonline.com/doi/full/10.1080/13603124.2020.1850870
[1] https://twitter.com/do_kinder/status/1316771500549079041?s=20
[1] https://theconversation.com/why-accountability-efforts-in-higher-education-often-fail-91716

Top URLs in Tweet in G8:
[9] https://blog.savvas.com/5-lesson-ideas-to-help-newcomers-thrive/
[6] https://www.edutopia.org/article/8-quick-checks-understanding
[5] http://paper.li/AriesCobb/1397995931
[2] https://www.counselorchelsey.com/blog/showingempathytostudents
[1] https://www.savvas.com/index.cfm?locator=PS36Zw
[1] https://www.savvas.com/index.cfm?locator=PS3jR2
[1] https://www.savvas.com/index.cfm?locator=PS3eQz&cmpid=7016T000002ichyQAA&utm_source=Social%20All%20Channels&utm_medium=social&utm_campaign=7016T000002ichyQAA&utm_content=Experience%20Chem%20Physics%20Pilot
[1] https://teachingedge.savvas.com/resource/myview-literacy-engagement-ebook/
[1] https://savvas.zoom.us/webinar/register/WN_ikuM03GgT0uA1Q8Yq0nnZg
[1] https://docs.google.com/presentation/d/1OuSN5XcDFLytoFcNtUnmjIljCuK_DAtoM9hodrgD2ak/preview

Top URLs in Tweet in G9:
[20] https://fillingthepail.substack.com/p/amateurs-tell-us-how-to-teach-again
[13] https://fillingthepail.substack.com/p/new-evidence-that-guided-play-beats
[10] https://fillingthepail.substack.com/p/the-silverton-papers
[2] https://fillingthepail.substack.com/p/throwing-the-kitchen-sink-at-reading
[1] https://catlintucker.com/2020/06/station-rotation-in-an-era-of-social-distancing/
[1] https://catlintucker.com/2021/10/station-rotation-model/
[1] https://catlintucker.com/2020/09/online-learning-thinking-routines/
[1] https://catlintucker.com/2021/03/self-regulation-blended-learning/
[1] https://catlintucker.com/2020/08/asynchronous-vs-synchronous/
[1] https://catlintucker.com/2021/10/5-strategies-flip-engage/

Top URLs in Tweet in G10:
[19] https://p2a.co/Wo5u7Zi
[3] https://mobilize4change.org/BerEfYR
[2] https://grantwiggins.wordpress.com/2011/08/08/teacher-grading-gets-an-f/
[2] https://grantwiggins.wordpress.com/2011/08/05/a-concern-about-the-recent-common-core-ela-publishers-criteria/
[1] https://www.ascd.org/el/articles/supporting-educators-to-rise-stronger-after-a-traumatic-event
[1] https://www.whitehouse.gov/briefing-room/statements-releases/2022/01/12/fact-sheet-biden-harris-administration-increases-covid-19-testing-in-schools-to-keep-students-safe-and-schools-open/
[1] https://twitter.com/NicholasFerroni/status/1482361582977961989
[1] https://www.zoomgov.com/webinar/register/WN_MBsKkhcXTlOCRAwM4jwsHQ
[1] https://mobilize4change.org/2HSJRXm
[1] https://mobilize4change.org/IVRyTaA

Top Domains
Top Domains in Tweet in Entire Graph:
[241] twitter.com
[234] blogspot.com
[138] oodlu.org
[127] fouroclockfaculty.com
[119] tcea.org
[72] youtube.com
[67] counselorchelsey.com
[47] substack.com
[45] shakeuplearning.com
[43] spencerauthor.com

Top Domains in Tweet in G1:
[156] blogspot.com
[138] oodlu.org
[50] youtube.com
[45] twitter.com
[35] internet4classrooms.com
[27] edtechreview.in
[22] teacherspayteachers.com
[18] edsurge.com
[18] educatorstechnology.com
[18] mzteachuh.org

Top Domains in Tweet in G3:
[122] fouroclockfaculty.com
[102] tcea.org
[60] counselorchelsey.com
[43] spencerauthor.com
[38] shakeuplearning.com
[38] fortheteachers.org
[33] teachthought.com
[24] jenniferfindley.com
[23] blogspot.com
[19] cultofpedagogy.com

Top Domains in Tweet in G4:
[42] twitter.com
[12] mradampe.com
[12] schoolnutritionandfitness.com
[11] co.uk
[10] iconohash.com
[8] blogspot.com
[6] youtube.com
[5] edutopia.org
[5] griffinot.com
[4] ow.ly

Top Domains in Tweet in G5:
[5] socratesheadofschool.com
[2] infohio.org
[2] twitter.com
[1] sais.org
[1] rockhall.com
[1] cultofpedagogy.com
[1] themarkup.org

Top Domains in Tweet in G6:
[12] twitter.com
[8] teachbetter.com
[8] ascd.org
[7] google.com
[2] apple.com
[2] theconversation.com
[2] solutiontree.com
[1] edublogs.org
[1] captivating.fm
[1] captivate.fm

Top Domains in Tweet in G7:
[2] twitter.com
[1] tandfonline.com
[1] theconversation.com

Top Domains in Tweet in G8:
[14] savvas.com
[6] edutopia.org
[5] paper.li
[2] google.com
[2] twitter.com
[2] counselorchelsey.com
[1] zoom.us
[1] bepress.com
[1] kqed.org
[1] apple.com

Top Domains in Tweet in G9:
[45] substack.com
[9] catlintucker.com
[4] twitter.com
[3] aarondaffern.com
[1] thedispatch.com
[1] teachingculturecast.com
[1] retrievalpractice.org
[1] counselorchelsey.com

Top Domains in Tweet in G10:
[19] p2a.co
[6] mobilize4change.org
[4] wordpress.com
[1] ascd.org
[1] whitehouse.gov
[1] twitter.com
[1] zoomgov.com
[1] chalkbeat.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4360] edchat
[1057] edtech
[762] education
[625] teachertwitter
[589] edutwitter
[544] k12
[486] learning
[349] teaching
[276] edleaders
[256] teachers



Top Hashtags in Tweet in G1:
[1289] edchat
[773] edtech
[341] education
[289] k12
[159] learning
[135] edtechchat
[133] redfored
[133] tbats
[125] edutwitter
[117] teaching

Top Hashtags in Tweet in G2:
[3] onted
[3] edchat
[1] teachertwitter
[1] onpoli
[1] lyinglecce
[1] edutwitter

Top Hashtags in Tweet in G3:
[630] edchat
[367] teachertwitter
[264] learning
[220] edleaders
[149] teaching
[148] k12
[133] edutwitter
[94] edtech
[65] teacherlife
[63] education

Top Hashtags in Tweet in G4:
[397] edchat
[80] education
[47] edutwitter
[47] edtech
[27] learning
[25] teachers
[25] teachertwitter
[23] teaching
[22] school
[19] teacher

Top Hashtags in Tweet in G5:
[216] edchat
[16] teachertwitter
[9] education
[7] edutwitter
[5] k12
[5] teaching
[4] thinkagain
[4] literacy
[3] edchatie
[3] teacherlife

Top Hashtags in Tweet in G6:
[109] edchat
[15] satchat
[14] leadlap
[14] leadupchat
[13] suptchat
[12] roadtoawesome
[12] womened
[10] buildhopeedu
[10] joyfulleaders
[10] leadership

Top Hashtags in Tweet in G7:
[8] edchat
[7] education
[3] bullying
[3] antibullying
[3] teaching
[3] elearning
[3] classroom
[2] edutwitter
[2] academia
[2] academictwitter

Top Hashtags in Tweet in G8:
[87] edchat
[49] teachertwitter
[35] edutwitter
[7] k12
[6] els
[6] learning
[4] siop
[4] multilinguallearners
[4] mllchat
[4] mllchat_bkclub

Top Hashtags in Tweet in G9:
[77] edchat
[62] education
[49] ukedchat
[48] aussieed
[47] blendedlearning
[44] edreform
[13] teachertwitter
[12] edutwitter
[10] teachers
[9] students

Top Hashtags in Tweet in G10:
[102] edchat
[86] principalsadvocate
[71] schoolleaders
[5] edutwitter
[4] grantwiggins
[2] education
[2] academictwitter
[1] princhat
[1] bettertogether
[1] termlimits

Top Words
Top Words in Tweet in Entire Graph:
[4363] #edchat
[1058] #edtech
[1042] teachers
[791] students
[763] #education
[645] tcea
[628] #teachertwitter
[589] #edutwitter
[573] dr
[566] hear

Top Words in Tweet in G1:
[1289] #edchat
[774] #edtech
[342] #education
[289] #k12
[288] education
[207] students
[201] learning
[175] 2022
[159] #learning
[137] january

Top Words in Tweet in G2:
[501] sflecce
[500] found
[500] dr
[500] yuni's
[500] email
[500] hear
[500] form
[500] teachers
[500] promises
[500] reflected

Top Words in Tweet in G3:
[633] #edchat
[578] tcea
[370] #teachertwitter
[265] #learning
[220] #edleaders
[154] day
[149] #k12
[149] #teaching
[143] today
[134] end

Top Words in Tweet in G4:
[397] #edchat
[80] #education
[47] #edutwitter
[47] #edtech
[46] students
[45] more
[31] learning
[30] school
[29] teachers
[27] #learning

Top Words in Tweet in G5:
[354] fall
[354] apart
[216] #edchat
[212] teachers
[211] love
[207] fixingeducation
[180] lesson
[177] okay
[177] plan
[177] sometimes

Top Words in Tweet in G6:
[109] #edchat
[79] leaders
[75] thing
[67] great
[52] work
[48] elmagazine
[47] wadestanford
[46] happen
[43] need
[42] equity

Top Words in Tweet in G7:
[8] #edchat
[7] #education
[7] ukri_ceo
[6] jeremyfarrar
[4] michelle_cruk
[4] thepeopleshubuk
[4] braincures
[3] #bullying
[3] #antibullying
[3] mindfuldesserts

Top Words in Tweet in G8:
[87] #edchat
[67] teacher2teacher
[49] #teachertwitter
[40] inspiration
[35] #edutwitter
[30] ss
[26] support
[21] wins
[20] keep
[19] cheese

Top Words in Tweet in G9:
[86] catlin_tucker
[77] #edchat
[62] #education
[52] students
[49] #ukedchat
[48] #aussieed
[47] #blendedlearning
[46] time
[44] #edreform
[42] student

Top Words in Tweet in G10:
[103] educators
[102] #edchat
[101] act
[100] america
[95] nassp
[86] #principalsadvocate
[71] support
[71] #schoolleaders
[70] includes
[69] please

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[506] found,dr
[506] dr,yuni's
[506] yuni's,email
[506] email,hear
[506] hear,form
[506] form,teachers
[506] teachers,sflecce
[506] sflecce,promises
[506] promises,reflected
[506] reflected,classes

Top Word Pairs in Tweet in G1:
[261] #edchat,#edtech
[166] #edchat,#k12
[164] #edtech,#edchat
[133] big,education
[133] education,ape
[133] #redfored,#tbats
[130] #tbats,#edchat
[108] ape,top
[108] 2022,#redfored
[98] #k12,#learning

Top Word Pairs in Tweet in G2:
[500] found,dr
[500] dr,yuni's
[500] yuni's,email
[500] email,hear
[500] hear,form
[500] form,teachers
[500] teachers,sflecce
[500] sflecce,promises
[500] promises,reflected
[500] reflected,classes

Top Word Pairs in Tweet in G3:
[165] #teachertwitter,#edchat
[161] #edleaders,#teachertwitter
[127] #edchat,#k12
[122] end,day
[122] day,today
[122] today,4oclockfaculty
[122] 4oclockfaculty,#edleaders
[120] tcea,end
[97] #edchat,#teachertwitter
[71] tcea,tips

Top Word Pairs in Tweet in G4:
[28] #edchat,#education
[17] #edutwitter,#edchat
[15] #edchat,#edutwitter
[15] #edchat,#edtech
[12] #mradampe,#pegeeks
[12] #physed,#pechat
[12] #pechat,#googleei
[12] little,lake
[12] lake,csd
[12] 2021,22

Top Word Pairs in Tweet in G5:
[354] fall,apart
[177] teachers,okay
[177] okay,lesson
[177] lesson,plan
[177] plan,fall
[177] apart,sometimes
[177] sometimes,tacos
[177] tacos,fall
[177] apart,still
[177] still,love

Top Word Pairs in Tweet in G6:
[48] great,leaders
[44] wadestanford,great
[35] equity,work
[35] work,principal
[35] principal,teacher
[35] teacher,thing
[35] thing,thing
[35] thing,principalkafele
[35] principalkafele,baruti
[35] baruti,kafele

Top Word Pairs in Tweet in G7:
[3] #edchat,#education
[3] classroom,discuss
[3] discuss,integrity
[3] integrity,choose
[3] choose,right
[3] right,thing
[3] thing,nobody
[3] nobody,watching
[3] watching,year
[3] jeremyfarrar,michelle_cruk

Top Word Pairs in Tweet in G8:
[19] #edchat,#teachertwitter
[19] #edutwitter,#edchat
[19] cheese,clothespins
[19] clothespins,support
[19] support,ss
[19] ss,celebrating
[19] celebrating,wins
[19] wins,keep
[19] keep,learners'
[19] learners',families

Top Word Pairs in Tweet in G9:
[40] moving,students
[40] students,stations
[40] stations,require
[40] require,movement
[40] movement,classroom
[40] classroom,#blendedlearning
[40] #blendedlearning,models
[40] models,flexible
[39] catlin_tucker,moving
[36] strategies,designed

Top Word Pairs in Tweet in G10:
[100] educators,america
[100] america,act
[86] #edchat,#principalsadvocate
[70] act,includes
[69] please,cosponsor
[69] cosponsor,educators
[69] includes,key
[69] key,support
[69] support,#schoolleaders
[69] #schoolleaders,nassp

Top Replied-To
Top Replied-To in Entire Graph:
@iste
@nearpod
@ssireview
@teacher2teacher
@sendero11
@sflecce
@annekatweiss
@jerseyjazzman
@shiftparadigm
@sgthomas1973

Top Replied-To in G1:
@iste
@ssireview
@shiftparadigm
@sgthomas1973
@missfullermaths
@ianhecht
@drhspeaks
@hniebauerccsd
@gop
@plugusin

Top Replied-To in G2:
@jv_carter

Top Replied-To in G3:
@juandoming
@vidhyag12

Top Replied-To in G5:
@itsamry
@rollingstone
@thomasw75634076

Top Replied-To in G7:
@mindfuldesserts
@jeremyfarrar
@ulfateh
@laserhaas01

Top Replied-To in G8:
@teacher2teacher
@torreytrust
@crazypln

Top Replied-To in G9:
@fixingeducation
@kathyperret

Top Replied-To in G10:
@sendero11
@nasbonline

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@sflecce
@mmccomb05
@fixingeducation
@4oclockfaculty
@catlin_tucker
@nassp
@e_sheninger
@drmarciatate
@coopmike48

Top Mentioned in G1:
@coopmike48
@oodlu_tweets
@tcea
@rdene915
@matthiefield
@jenwomble
@iste
@dwdeeds
@mcleod
@saintfester

Top Mentioned in G2:
@sflecce
@mmccomb05
@equitableed4all

Top Mentioned in G3:
@tcea
@4oclockfaculty
@erik_youngman
@spencerideas
@mguhlin
@fortheteachers
@teachthought
@shakeuplearning
@jennfindleyblog
@cultofpedagogy

Top Mentioned in G4:
@mradampe
@griffin_ot
@gladwinprimary
@cattsireland
@indl_learning
@youthcomm
@mistersir__
@teachingvery
@simonemorrisent

Top Mentioned in G5:
@fixingeducation
@160farms
@socheadofschool
@markaengstrom
@itsamry
@tcea
@the_lit_link
@adammgrant
@aybaybader
@cardinals

Top Mentioned in G6:
@elmagazine
@wadestanford
@principalkafele
@curriculumblog
@darrinmpeppard
@nowakro
@vivgrant
@ascd
@teachbetterteam
@femiskanes

Top Mentioned in G7:
@ukri_ceo
@jeremyfarrar
@michelle_cruk
@thepeopleshubuk
@braincures
@openacademics
@evidencebase_im
@bulliescampaign
@delusionalacad1
@psychmh

Top Mentioned in G8:
@teacher2teacher
@savvaslearning
@pastorjezer
@siopmodel
@torreytrust
@movementhawai
@maestrosvibe
@tcea
@amipsong
@mister_greer

Top Mentioned in G9:
@catlin_tucker
@greg_ashman
@slowhoneybee
@rabbipoupko
@retrievelearn
@tcea
@poojaagarwal
@patricebain1
@loganlevkoff
@conniehamilton

Top Mentioned in G10:
@nassp
@vtprincipals
@shms_growdaily
@usedgov
@grantwiggins
@curriculumblog
@whitehouse
@rogermarshallmd
@schug_dennis
@markjwestpfahl

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@javascriptd
@69nicebot69
@iartg
@celebrainltd
@evankirstel
@viralvideovlogs
@cybersecurityn8
@coopmike48

Top Tweeters in G1:
@marshawright
@coopmike48
@morolswediu
@artificialbra1n
@hubofml
@eraser
@minecraft_ssyt
@education_24x7
@codewithtwitchi
@barretoj32

Top Tweeters in G2:
@lesleygsmith3
@suepeac
@hopealdridge
@dianneathome
@blueravefinn
@gmarie55
@hpfulcanadian
@anik1968
@meadllar
@mcfslaw

Top Tweeters in G3:
@juandoming
@unlimited_abu
@reveal_house
@stressfreekids
@mdrechsler
@jacybrean
@loyalpromise
@ange_patricia
@authordavidsix
@amwritingbot

Top Tweeters in G4:
@iamdrwill
@college_experts
@lookforsun
@iconohash
@lprobus
@jaimebarclay
@worldlillie
@alton512
@hmwdesign_bot
@pilarpedrazatv

Top Tweeters in G5:
@ml_tweet_bot
@aurora_umezawa
@diggybaby
@spahrkling
@clevecarole
@rollingstone
@blkpasz
@miss_usaa
@thereelrandom
@bgiourme

Top Tweeters in G6:
@blkhwk0ps
@notanna1
@gdorn1
@indieangles
@erobbprincipal
@kennygfrederick
@demekasimmons
@sarahdateechur
@bethhill2829
@wadestanford

Top Tweeters in G7:
@marting8177
@ignaciovalle3
@nicochan33
@drumeshprabhu
@doctorow
@tristramwyatt
@itvnews
@laserhaas01
@suzannah_baron
@rossthomson26

Top Tweeters in G8:
@hlthiskrieger
@fourcornersrock
@teacher2teacher
@aida_abdullah79
@krsciencelady
@chrisquinn64
@jessifer
@tedhiff
@pauloneill1972
@teresaflutemath

Top Tweeters in G9:
@justwhatnowwhy
@tombennett71
@ensermark
@jamestheo
@guywwallace
@jmattmiller
@greg_ashman
@slowhoneybee
@danielharvey9
@kathyperret

Top Tweeters in G10:
@markjwestpfahl
@ctulocal1
@mgeoghegan22
@dbaker1480
@kaepetrin
@matthewboguske
@usedgov
@jcpsky
@chipubschools
@senschumer


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