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edchat_2019-06-11_06-41-11.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2019
Description:
Description
The graph represents a network of 4,273 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 Tuesday, 11 June 2019 at 13:42 UTC.

The requested start date was Monday, 10 June 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 15-hour, 44-minute period from Saturday, 08 June 2019 at 08:16 UTC to Monday, 10 June 2019 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 : 4273
Unique Edges : 4711
Edges With Duplicates : 1930
Total Edges : 6641
Number of Edge Types : 3
Mentions : 5405
Tweet : 1181
Replies to : 55
Self-Loops : 1181
Reciprocated Vertex Pair Ratio : 0.014665828619317
Reciprocated Edge Ratio : 0.0289077018377039
Connected Components : 400
Single-Vertex Connected Components : 183
Maximum Vertices in a Connected Component : 3216
Maximum Edges in a Connected Component : 5317
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.06808
Graph Density : 0.000265307991736283
Modularity : 0.681432
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[112] https://www.cultofpedagogy.com/stop-killing-reading/
[33] http://www.cultofpedagogy.com/student-teaching/
[27] https://poll.fm/10339174
[18] https://chemix.org/beta/
[15] https://www.cultofpedagogy.com/graphic-organizer/
[14] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[13] https://www.edutopia.org/article/9-strategies-getting-more-students-talk
[12] http://e-learning-teleformacion.blogspot.com/2018/11/artificial-intelligence-in-e-learning.html
[11] https://esheninger.blogspot.com/2019/06/lead-in-now.html
[11] http://www.cultofpedagogy.com/ineffective-teaching-methods/

Top URLs in Tweet in G1:
[1] https://twitter.com/CATeacherSummit/status/1137801544152358913
[1] https://twitter.com/kathleenodean/status/1137414529997049858

Top URLs in Tweet in G2:
[3] https://www.educationdive.com/news/with-growing-calls-for-more-mental-health-services-states-tackle-school-co/556169/
[2] https://www.kqed.org/mindshift/53092/strategies-schools-can-use-to-become-more-trauma-informed
[2] http://northstarpaths.com/visuals/
[2] http://blog.brookespublishing.com/14-tips-on-addressing-student-aggression/
[2] https://teacheridea.com/digest/ideas_2501_to_3000/teacheridea_2677_parents_teachers_pass_on_math_anxiety_kids_like_virus_especially_girls.htm
[2] https://www.educatorstechnology.com/2019/06/a-must-have-guide-to-help-you-select.html
[2] https://twitter.com/InstructUP/status/1136664044813705216
[2] https://www.edutopia.org/article/9-strategies-getting-more-students-talk
[1] https://www.kqed.org/mindshift/52158/how-stress-affects-your-memory
[1] http://ow.ly/sSYl50uvQte

Top URLs in Tweet in G3:
[6] https://www.youtube.com/watch?v=E4xq_Z0sHII&feature=youtu.be

[5] http://therobbreviewblog.com/
[5] http://www.cultofpedagogy.com/powerful-teaching/
[4] https://www.edutopia.org/article/7-smart-fast-ways-do-formative-assessment
[4] https://shakeuplearning.com/blog/100-chrome-apps-and-extensions/
[4] http://www.teachbetteracademy.com
[3] http://ditchthattextbook.com/?p=10151
[3] https://edtechmagazine.com/higher/article/2019/06/higher-education-evolves-nontraditional-students-require-nontraditional-it-1
[3] https://teacheridea.com/digest/ideas_2501_to_3000/teacheridea_2677_parents_teachers_pass_on_math_anxiety_kids_like_virus_especially_girls.htm
[2] https://www.amazon.com/Empower-Our-Girls-Opening-Achieve/dp/1949595366/ref=zg_bsnr_10424331011_1?_encoding=UTF8&psc=1&refRID=0HV2351ZBK884P4JCVS0

Top URLs in Tweet in G4:
[104] https://www.cultofpedagogy.com/stop-killing-reading/
[30] http://www.cultofpedagogy.com/student-teaching/
[20] https://poll.fm/10339174
[11] https://www.cultofpedagogy.com/graphic-organizer/
[10] http://www.cultofpedagogy.com/ineffective-teaching-methods/
[7] https://sites.google.com/view/tommyspallt4g/home
[6] https://www.cultofpedagogy.com/voice-of-witness/
[2] https://www.cultofpedagogy.com/ed-tech-tools-2019/
[1] http://www.learncanola.com/default.aspx
[1] https://www.cultofpedagogy.com/category/instruction/

Top URLs in Tweet in G5:
[10] https://simulasidigital-muchamadekisa.blogspot.com
[8] http://e-learning-teleformacion.blogspot.com/2018/11/artificial-intelligence-in-e-learning.html
[6] https://www.insidehighered.com/admissions/article/2019/06/03/college-board-admits-error-mathematics-scoring-may-sat
[5] https://twitter.com/mellydal/status/1137134165210652672
[4] http://e-learning-teleformacion.blogspot.com/2018/10/how-big-data-is-changing-college.html
[4] https://www.youtube.com/watch?v=LY4CEuhZpP0&feature=youtu.be

[3] https://twitter.com/ritawirtz/status/1137005837556207617
[3] https://www.cultofpedagogy.com/stop-killing-reading/
[2] https://www.nytimes.com/2019/06/01/us/fairy-tale-college-applications.html
[2] https://hechingerreport.org/opinion-the-dangerous-message-in-skipping-college/

Top URLs in Tweet in G6:
[14] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[5] http://www.globalmetacognition.com/
[4] https://www.globalmetacognition.com/plans-pricing
[3] https://catlintucker.com/2019/02/ask-yourself-why-am-i-grading-this/
[3] https://www.facebook.com/groups/EducationalMetacognition/
[2] https://twitter.com/edutopia/status/1137359121332678657
[2] https://www.unleasheducation.co.nz/2019/the-foundation-relationships-matter/
[2] https://www.hotlunchtray.com/week-1-8weeksofsummer-blog-prompt/
[2] https://eduk8.me/2019/06/a-childs-educational-success-is-dependent-on-their-background/
[2] http://iconohash.com

Top URLs in Tweet in G7:
[1] http://ow.ly/N8ba50uvHhX
[1] https://www.kqed.org/mindshift/53108/giving-students-stepping-stones-for-participation-to-lift-up-their-voices
[1] https://bookcamppd.com/calendar-of-events/
[1] https://educationcloset.com/2019/01/01/secret-of-teacher-longevity/

Top URLs in Tweet in G8:
[1] https://utb.fyi/nlb13blog3
[1] https://usingtechnologybetter.com/fast-easy-formatting-in-google-docs/
[1] https://utb.fyi/xe0
[1] https://utb.fyi/iwi
[1] https://usingtechnologybetter.com/notes-in-ios11/

Top URLs in Tweet in G9:
[11] https://ukedchat.com/2017/11/02/parts-of-speech-ictmagic
[2] https://ukedchat.com/2017/03/12/minetest
[1] https://ukedchat.com/2017/07/31/sketchfab-british-museum
[1] https://ukedchat.com/2015/07/05/flash-maths
[1] https://ukedchat.com/2018/02/09/solveme-puzzles
[1] https://ukedchat.com/2017/09/11/loom-ictmagic
[1] https://ukedchat.com/2017/07/31/wlonk-elements

Top URLs in Tweet in G10:
[2] https://www.aft.org/education/aft-teach
[1] https://twitter.com/MindShiftKQED/status/1137698456720543745MindShiftKQED
[1] https://twitter.com/MindShiftKQED/status/1137781496926887937MindShiftKQED
[1] https://www.sciencedaily.com/releases/2017/04/170420094107.htm
[1] https://sterncenter.org/the-power-of-the-orton-gillingham-approach/
[1] https://www.solutiontree.com/webinars/creating-school-culture-for-equity-webinar.html
[1] http://ow.ly/cHRk30lqcaW
[1] http://fb.me/7XmPoEK7m
[1] https://www.middleweb.com/40431/want-authentic-data-try-shadowing-students/
[1] https://www.middleweb.com/15288/make-middle-level-history-meaningful/

Top Domains
Top Domains in Tweet in Entire Graph:
[191] cultofpedagogy.com
[147] blogspot.com
[140] twitter.com
[65] youtube.com
[50] edutopia.org
[45] edsurge.com
[45] kqed.org
[43] thepaperlesstrail.com
[27] poll.fm
[27] co.uk

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[17] kqed.org
[6] twitter.com
[4] ow.ly
[4] edutopia.org
[4] brookespublishing.com
[3] educationdive.com
[3] northstarpaths.com
[2] edweek.org
[2] teacheridea.com
[2] educatorstechnology.com

Top Domains in Tweet in G3:
[10] amazon.com
[9] cultofpedagogy.com
[8] shakeuplearning.com
[8] youtube.com
[8] teacheridea.com
[7] edutopia.org
[7] google.com
[7] twitter.com
[6] blogspot.com
[5] therobbreviewblog.com

Top Domains in Tweet in G4:
[164] cultofpedagogy.com
[20] poll.fm
[7] google.com
[2] nzzl.us
[1] learncanola.com
[1] blogspot.com
[1] weareteachers.com
[1] edutopia.org
[1] edhacked.com
[1] scholastic.com

Top Domains in Tweet in G5:
[28] blogspot.com
[14] youtube.com
[10] twitter.com
[9] insidehighered.com
[9] pledgecents.com
[7] careerarc.com
[6] medium.com
[5] msft.social
[5] ecampusnews.com
[4] nwea.org

Top Domains in Tweet in G6:
[34] twitter.com
[21] com.au
[15] tes.com
[15] careerarc.com
[10] blogspot.com
[9] globalmetacognition.com
[7] youtube.com
[5] facebook.com
[5] co.uk
[4] wabisabilearning.com

Top Domains in Tweet in G7:
[1] ow.ly
[1] kqed.org
[1] bookcamppd.com
[1] educationcloset.com

Top Domains in Tweet in G8:
[3] utb.fyi
[2] usingtechnologybetter.com

Top Domains in Tweet in G9:
[18] ukedchat.com

Top Domains in Tweet in G10:
[6] sharemylesson.com
[3] twitter.com
[3] middleweb.com
[2] aft.org
[1] sciencedaily.com
[1] sterncenter.org
[1] solutiontree.com
[1] ow.ly
[1] fb.me
[1] the74million.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2600] edchat
[806] teachers
[717] librarians
[615] education
[552] edtech
[269] sketchnote
[227] ukedchat
[199] k12
[178] satchat
[165] elearning



Top Hashtags in Tweet in G1:
[686] teachers
[686] librarians
[9] edchat
[6] kidlit
[6] tlchat
[5] kidsneedbooks
[3] giveaway
[3] immigrantheritagemonth
[1] cuecreativityln
[1] wearecue

Top Hashtags in Tweet in G2:
[244] sketchnote
[72] edchat
[61] character
[49] parents
[33] qft
[31] reading
[18] stress
[13] parenting
[13] mathchat
[12] edtech

Top Hashtags in Tweet in G3:
[238] edchat
[114] empowerourgirls
[90] edchateu
[81] satchat
[71] edugladiators
[66] educhat
[62] edtech
[55] leadupchat
[50] pd4uandme
[47] education

Top Hashtags in Tweet in G4:
[192] edchat
[104] loveofreading
[30] studentteacher
[30] teacherfriends
[26] teaching
[13] teachingstrategies
[12] k12
[11] differentiation
[11] graphicorganizers
[10] ntchat

Top Hashtags in Tweet in G5:
[231] edchat
[150] edtech
[117] education
[103] elearning
[97] k12
[35] highered
[15] college
[13] teachers
[12] educhat
[11] collegetalk

Top Hashtags in Tweet in G6:
[292] edchat
[60] education
[46] edtech
[41] edu
[34] teach
[33] ukedchat
[32] teaching
[31] teachers
[24] educhat
[21] tes

Top Hashtags in Tweet in G7:
[29] learning
[26] growth
[26] mindset
[25] growthmindset
[22] edchat
[22] yet
[21] grit
[21] perseverance
[21] persistence
[21] resilience

Top Hashtags in Tweet in G8:
[149] edchat
[140] education
[3] gsuite
[2] google
[2] gsuiteedu
[2] teachers
[2] librarians
[2] empowerourgirls
[2] reading
[1] steamed

Top Hashtags in Tweet in G9:
[95] ukedchat
[95] edchat
[1] maths

Top Hashtags in Tweet in G10:
[35] edchat
[10] satchat
[9] mschat
[8] educhat
[7] weleaded
[4] edtech
[4] leadupchat
[4] educoach
[4] cleartheair
[4] summerreading

Top Words
Top Words in Tweet in Entire Graph:
[5559] Words in Sentiment List#1: Positive
[1580] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[107461] Non-categorized Words
[114600] Total Words
[2600] #edchat
[914] summer
[889] one
[851] m
[806] #teachers

Top Words in Tweet in G1:
[686] book
[686] #teachers
[686] #librarians
[683] kathleenodean
[678] m
[676] giveaways
[675] celebration
[675] summer
[675] offering
[675] week

Top Words in Tweet in G2:
[504] mindshiftkqed
[244] #sketchnote
[234] work
[234] someone
[232] hard
[231] see
[230] forget
[230] setbacks
[230] else's
[230] success

Top Words in Tweet in G3:
[238] #edchat
[141] summer
[122] mradamwelcome
[117] help
[117] m
[115] next
[114] #empowerourgirls
[111] reading
[111] teachers
[110] empower

Top Words in Tweet in G4:
[192] #edchat
[159] cultofpedagogy
[108] reading
[105] pernilleripp
[104] #loveofreading
[103] stop
[103] killing
[103] love
[103] interview
[102] #e

Top Words in Tweet in G5:
[231] #edchat
[150] #edtech
[117] #education
[103] #elearning
[97] #k12
[78] alex_corbitt
[69] weareteachers
[66] chart
[61] argument
[61] anchor

Top Words in Tweet in G6:
[292] #edchat
[60] #education
[46] #edtech
[41] #edu
[38] school
[34] #teach
[33] #ukedchat
[32] #teaching
[31] students
[31] #teachers

Top Words in Tweet in G7:
[120] 5
[118] 1
[118] 2
[118] 3
[116] work
[115] brianmendler
[115] kids
[114] skills
[114] getting
[113] smiling

Top Words in Tweet in G8:
[149] #edchat
[140] loudlearning
[140] #education
[138] teacher
[138] door
[136] next
[134] happy
[134] succeeds
[134] teaching
[134] competition

Top Words in Tweet in G9:
[97] ictmagic
[95] #ukedchat
[95] #edchat
[87] one
[87] science
[87] teachers
[87] magnetic
[87] putty
[87] engulfing
[87] metal

Top Words in Tweet in G10:
[35] #edchat
[16] aftunion
[14] s
[12] aftteach
[11] mit_ili
[10] teaching
[10] #satchat
[9] history
[9] hgse
[9] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[715] #teachers,#librarians
[705] celebration,summer
[705] summer,m
[705] m,offering
[705] book,giveaways
[705] giveaways,week
[705] week,#teachers
[705] #librarians,one
[703] kathleenodean,celebration
[396] offering,two

Top Word Pairs in Tweet in G1:
[685] #teachers,#librarians
[675] celebration,summer
[675] summer,m
[675] m,offering
[675] book,giveaways
[675] giveaways,week
[675] week,#teachers
[675] #librarians,one
[673] kathleenodean,celebration
[379] offering,two

Top Word Pairs in Tweet in G2:
[230] forget,hard
[230] hard,work
[230] work,setbacks
[230] setbacks,see
[230] see,someone
[230] someone,else's
[230] else's,success
[230] success,#sketchnote
[229] mindshiftkqed,forget
[229] #sketchnote,sylviaduckwor

Top Word Pairs in Tweet in G3:
[105] copies,#empowerourgirls
[102] m,giving
[102] giving,away
[102] away,5
[102] 5,copies
[102] #empowerourgirls,help
[102] help,kick
[102] kick,summer
[102] summer,reading
[102] reading,teachers

Top Word Pairs in Tweet in G4:
[103] stop,killing
[103] killing,love
[103] love,reading
[103] reading,interview
[103] interview,pernilleripp
[103] pernilleripp,#loveofreading
[103] #loveofreading,#edchat
[102] cultofpedagogy,stop
[102] #edchat,#e
[30] advice,give

Top Word Pairs in Tweet in G5:
[88] #edchat,#education
[84] #education,#edtech
[81] #edtech,#elearning
[76] #elearning,#k12
[61] argument,anchor
[61] anchor,chart
[61] chart,weareteachers
[61] weareteachers,#edchat
[58] elements,argument
[57] alex_corbitt,elements

Top Word Pairs in Tweet in G6:
[23] #edchat,#edtech
[22] #edchat,#education
[20] #edchat,#learn
[20] #learn,#edu
[20] #edu,#teach
[20] #teach,#educhat
[16] #edtech,#education
[14] download,ultimate
[14] ultimate,p4c
[14] p4c,philosophy

Top Word Pairs in Tweet in G7:
[112] brianmendler,5
[112] 5,social
[112] social,skills
[112] skills,kids
[112] kids,adults
[112] adults,work
[112] work,1
[112] 1,greeting
[112] greeting,others
[112] others,2

Top Word Pairs in Tweet in G8:
[139] #edchat,#education
[134] happy,teacher
[134] teacher,next
[134] next,door
[134] door,succeeds
[134] succeeds,teaching
[134] teaching,competition
[134] competition,#edchat
[133] loudlearning,happy
[5] forget,share

Top Word Pairs in Tweet in G9:
[95] #ukedchat,#edchat
[87] one,science
[87] science,teachers
[87] teachers,magnetic
[87] magnetic,putty
[87] putty,engulfing
[87] engulfing,metal
[87] metal,ball
[87] ball,#ukedchat
[86] ictmagic,one

Top Word Pairs in Tweet in G10:
[8] mit_ili,hgse
[8] hgse,thefcrr
[7] aftmass,badassteachersa
[7] badassteachersa,aftunion
[7] aftunion,btu66
[7] btu66,mit_ili
[7] #edchat,#satchat
[6] #edchat,#educhat
[6] something,something
[6] aftunion,aftteach

Top Replied-To
Top Replied-To in Entire Graph:
@nancyebailey1
@eghtesadilily
@mraspinall
@dickersonsarena
@commonlit
@newsela
@ritawirtz
@cultofpedagogy
@michellejuhasz
@stantonalana

Top Replied-To in G1:
@juliereads
@kathleenodean

Top Replied-To in G2:
@catlin_tucker

Top Replied-To in G3:
@ritawirtz
@michellejuhasz
@gregsederberg
@brewerhm
@jcasatodd
@mradamwelcome
@tntedtech

Top Replied-To in G4:
@cultofpedagogy

Top Replied-To in G5:
@rjmesz
@weareteachers

Top Replied-To in G7:
@thomascmurray

Top Replied-To in G10:
@nancyebailey1
@wyrz989
@edsurge

Top Mentioned
Top Mentioned in Entire Graph:
@kathleenodean
@mindshiftkqed
@cultofpedagogy
@loudlearning
@mradamwelcome
@brianmendler
@pernilleripp
@ictmagic
@alex_corbitt

Top Mentioned in G1:
@kathleenodean
@annbradenbooks
@jarrett_lerner
@sandranwallace
@missnikkiin5th
@horacemann
@mindshiftkqed

Top Mentioned in G2:
@mindshiftkqed
@ny
@woodard_julie
@eland
@lindafl
@edutopia
@kwiens62
@paulenderle
@eddivek12

Top Mentioned in G3:
@mradamwelcome
@nowakro
@sheehyrw
@curriculumblog
@kathleenodean
@thecolon_s
@teachheath
@teachbetterteam
@gustafsonbrad
@heffrey

Top Mentioned in G4:
@cultofpedagogy
@pernilleripp
@shiftparadigm
@tommyspall
@mindshiftkqed
@discoveryed
@drlangraad
@woodard_julie
@tomwhitby
@erik_youngman

Top Mentioned in G5:
@alex_corbitt
@weareteachers
@teacher2teacher
@mindshiftkqed
@nwea
@4oclockfaculty
@enginstructor1
@eraser
@langwitches
@microsoftedu

Top Mentioned in G6:
@pamhall2inspire
@all4onetutoring
@teachersjourney
@ukteachershop
@unleash_nz

Top Mentioned in G7:
@brianmendler
@erik_youngman
@mindshiftkqed
@trev_mackenzie
@mradamwelcome
@alex_corbitt
@weareteachers
@lisaromanoedu
@mraspinall

Top Mentioned in G8:
@loudlearning
@justintarte
@brianmendler
@mindshiftkqed
@kathleenodean
@mradamwelcome

Top Mentioned in G9:
@ictmagic

Top Mentioned in G10:
@aftunion
@aftteach
@mit_ili
@hgse
@rosaisiah
@brent_sopel
@dyslexia2019
@aftmass
@badassteachersa
@btu66

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@eraser
@advocatefored
@googleexpertuk
@sws_edu
@calcaware
@marshacollier
@rm_salt
@frazzling
@bostonglobe

Top Tweeters in G1:
@nicoleschoice1
@iyellyahtzee
@ohsportsgirl
@minionmommy2be
@jarrett_lerner
@ventura_omaha
@kpteach5
@kidsbookbot
@seatonsm
@demonboy8199

Top Tweeters in G2:
@nytimes
@educationweek
@hokiekat93
@bizcom
@citylab
@tastenspieler
@grammasheri
@jordyjax
@heartsatplay
@bonillal1

Top Tweeters in G3:
@sanrau
@npr
@nytopinion
@flipgrid
@techninjatodd
@burgessdave
@erobbprincipal
@tonnet
@_christena_t
@bloggersatwork

Top Tweeters in G4:
@gigabytemag
@shiftparadigm
@smgaillard
@cvarsalona
@stumpteacher
@pernilleripp
@onlinecrslady
@bibliosophus
@principalogg
@dubioseducator

Top Tweeters in G5:
@abcnews
@cheekypromo
@college_experts
@blk_dahlia2
@iluvhorseracing
@teacher2teacher
@scalarhumanity
@maximilienia
@angelssoriano74
@wadestanford

Top Tweeters in G6:
@infopronetwork
@ukedchat
@cybraryman1
@nicholasferroni
@iconohash
@teachermarija
@worldlillie
@rs_re_p4c_uk
@perednia
@brightstartapps

Top Tweeters in G7:
@jedipadmaster
@thomascmurray
@drpowerskhs
@erik_youngman
@mjjohnson1216
@trev_mackenzie
@lead4education
@vsmith_vicki
@anneleblanc2
@rickjetter

Top Tweeters in G8:
@justintarte
@nitajo1
@oak_hill_usc
@amy_kincaid_
@aliffothman04
@cheryllockhart
@bulldawg1987
@tomstoner24
@usingtechbetter
@nancyeklund

Top Tweeters in G9:
@raesnape
@zdzichudyrma
@andrewr_physics
@sachatb
@agnesbookbinder
@ictmagic
@fareeha786
@bellwhitworth
@fod3
@sparkes66

Top Tweeters in G10:
@bostonglobe
@badassteachersa
@rweingarten
@ncte
@wyrz989
@madamemoodle
@aftunion
@rosaisiah
@usnewseducation
@solutiontree