edchat, Twitter, 9/9/2019 4:59:28 PM, 209204


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edchat_2019-09-09_08-16-31.xlsx
edchat_2019-09-09_08-16-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 09, 2019
Short Description:
edchat via NodeXL http://bit.ly/2QgipMD
@mindshiftkqed
@susanrossauthor
@teamhozie
@ginaparnell
@markj_ohnson
@scalarhumanity
@curriculumblog
@courosa
@e_sheninger
@draalston

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

Description:
Description
The graph represents a network of 4,266 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, 09 September 2019 at 15:18 UTC.

The requested start date was Monday, 09 September 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, 22-hour, 33-minute period from Saturday, 07 September 2019 at 01:27 UTC to Monday, 09 September 2019 at 00:01 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 : 4266
Unique Edges : 5086
Edges With Duplicates : 2022
Total Edges : 7108
Number of Edge Types : 3
Mentions : 5488
Tweet : 1571
Replies to : 49
Self-Loops : 1571
Reciprocated Vertex Pair Ratio : 0.0222359481161211
Reciprocated Edge Ratio : 0.0435045317220544
Connected Components : 539
Single-Vertex Connected Components : 226
Maximum Vertices in a Connected Component : 2948
Maximum Edges in a Connected Component : 5345
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.881136
Graph Density : 0.000272884812929629
Modularity : 0.669539
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[64] http://esheninger.blogspot.com/2019/09/10-ways-to-empower-educators.html
[47] https://www.kqed.org/mindshift/53560/why-its-so-important-that-teachers-cultivate-their-own-resilience
[25] https://www.cultofpedagogy.com/one-sentence-lesson-plan/
[23] https://www.cultofpedagogy.com/higher-order/
[22] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[19] https://gregashman.wordpress.com/2019/09/07/bucking-the-trend-part-ii/
[16] https://www.cultofpedagogy.com/dress-code/
[15] https://www.amazon.co.uk/dp/1472964233/?tag=teach09-21
[14] http://BlueFrogToys.co.uk
[14] https://www.pblworks.org/what-is-pbl

Top URLs in Tweet in G1:
[42] https://www.kqed.org/mindshift/53560/why-its-so-important-that-teachers-cultivate-their-own-resilience
[6] https://www.kqed.org/mindshift/36097/25-ideas-to-diversify-reading-lists-this-summer
[3] https://www.learningpersonalized.com/flexible-classroom-spaces-from-physical-change-to-instructional-change/
[3] https://www.edutopia.org/article/6-strategies-building-better-student-relationships?utm_source=twitter&utm_medium=SAGE_social&utm_content=visiblelearning&utm_term=7cc2ca79-72df-4ac6-a7ea-b68ef0c8c18b
[2] https://www.kqed.org/mindshift/52281/secondary-traumatic-stress-for-educators-understanding-and-mitigating-the-effects
[2] https://www.cbc.ca/radio/podcastnews/cbc-podcasts-in-class-new-resources-for-teachers-1.5264962
[2] http://ow.ly/SA3Y30nRAEb
[2] http://www.marcandangel.com/
[2] https://www.cultofpedagogy.com/higher-order/
[2] https://www.education.com/game/numbers-0-10/

Top URLs in Tweet in G2:
[1] http://www.gilderlehram.org/hamilton
[1] https://twitter.com/Gilder_Lehrman/status/1169606072975405056
[1] https://www.teachemotionalregulation.com/
[1] http://jamie-sumner.com/Classroom-Resources/
[1] http://bit.ly/2kfPh92
[1] https://twitter.com/teachergoals/status/1170432769249415170

Top URLs in Tweet in G3:
[22] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[11] https://shakeuplearning.com/blog/100-chrome-apps-and-extensions/
[10] https://catlintucker.com/2019/09/check-for-understanding/
[10] 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
[10] http://www.globalmetacognition.com/
[7] https://web.cvent.com/event/c6cbe452-4452-4830-a6dc-312d57792166/summary
[7] http://e-learning-teleformacion.blogspot.com/2018/04/educational-research-and-innovation.html
[7] http://e-learning-teleformacion.blogspot.com/2018/07/the-ethics-of-gamification-and-gamified.html
[6] https://elenikyritsis.com/does-the-device-matter/
[6] https://www.wonderexplorelearn.com/teaching-to-the-average-is-exhausting/

Top URLs in Tweet in G4:
[4] https://www.dc-canada.ca/best-reading-phonics/
[2] https://importedfun.com/
[2] https://www.youtube.com/watch?v=DUmW93hkj28&feature=youtu.be

[2] https://www.youtube.com/watch?v=l4ZrPcXBZV8&feature=youtu.be

[2] https://www.forbes.com/sites/petergreene/2019/09/05/we-need-to-stop-talking-about-the-teacher-shortage/
[2] https://twitter.com/alfiekohn/status/1170326980069400576
[2] https://www.forbes.com/sites/evangerstmann/2019/09/07/why-schools-should-end-active-shooter-drills-immediately/
[2] http://nationalspeakingweek.org/
[2] https://e4e.org/blog-news/blog/bulletin-board-inequitable-access-excellent-teachers
[2] https://www.kqed.org/mindshift/53937/seven-strategies-to-keep-students-motivated-all-year-long

Top URLs in Tweet in G5:
[5] https://www.teachthought.com/the-future-of-learning/things-teachers-save/
[3] https://www.gettingsmart.com/2019/08/how-schools-can-cultivate-courage-in-the-face-of-fear/
[3] http://bit.ly/sBJzar
[3] https://www.drdouggreen.com/2019/fall-foliage-prediction-map-future-ed-ecosystems-podcast-in-class/
[3] https://www.drdouggreen.com/2019/young-writers-contest-help-with-student-anxiety-famous-people-with-asbergers/
[3] https://www.loc.gov/film-and-videos/?q=National+Book+Festival&fa=partof%3Anational+book+festival&sb=date_desc
[2] https://www.bamradionetwork.com/track/lessons-learned-about-power-struggles-in-the-classroom/
[2] https://www.bamradionetwork.com/track/five-ways-to-help-teens-and-tweens-adjust-to-going-back-to-school/
[2] https://www.eschoolnews.com/2019/08/22/5-assessment-trends-to-track-this-year/
[2] https://www.teachthought.com/pedagogy/class-size-matters-understanding-the-link-between-class-size-and-student-achievement/

Top URLs in Tweet in G6:
[10] http://blogs.edweek.org/edweek/finding_common_ground/2019/09/what_do_teachers_need_are_leaders_willing_to_give_it_to_them.html
[4] https://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waizKdvQ4gCV8Lcp0/tbDtQO
[4] http://blogs.edweek.org/edweek/finding_common_ground/2019/09/improving_school_leadership_through_confident_vulnerability.html
[3] https://hechingerreport.org/how-to-build-an-engineer-start-young/
[2] https://www.eschoolnews.com/2019/04/18/use-ar-vr-classroom/
[2] https://www.teachthought.com/education/school-mission-statement-hogwash/
[2] https://www.forbes.com/sites/petergreene/2019/09/05/we-need-to-stop-talking-about-the-teacher-shortage/
[2] http://therobbreviewblog.com/
[2] https://theteacherandtheadmin.com/2019/09/01/striving-to-be-a-servant-leader/
[2] https://www.amberrainchandler.com/post/it-was-scary-but-pretty-good

Top URLs in Tweet in G7:
[5] http://ditchthattextbook.com/?p=10666
[3] https://anchor.fm/tnt-edtech/episodes/The-Wright-Leader-e4l7bf
[3] https://anchor.fm/tnt-edtech
[3] http://ericewald.blogspot.com/2019/09/mychicagomarathon-no-18.html?m=1
[2] https://twitter.com/breakoutedu/status/1170029366224523267
[2] http://borchardtlibrary.edublogs.org/2016/09/16/library-scheduling/
[1] https://twitter.com/Scott_Thought/status/1169934781431390208
[1] https://twitter.com/Rdene915/status/1170365638034038785
[1] https://twitter.com/imkoulbanis/status/1170147521156587521
[1] https://blog.buncee.com/whats-new-in-buncee-week-of-sept-2/

Top URLs in Tweet in G8:
[9] https://pressprogress.ca/kenney-government-orders-alberta-public-schools-to-remove-the-word-public-from-their-name/
[3] https://www.macleans.ca/society/life/inside-your-teenagers-scary-brain/
[2] https://www.youtube.com/watch?v=O3RaCer964U&feature=youtu.be

[2] https://twitter.com/Flaminhaystack/status/1170249572305854465
[2] https://www.youtube.com/watch?v=6_y5F6W9U58&feature=youtu.be

[2] http://georgecouros.ca/blog
[2] https://georgecouros.ca/blog/archives/9178
[1] https://www.youtube.com/watch?time_continue=291&v=nYdJOYBMUq4
[1] https://twitter.com/wendi322/status/1170697728575385604
[1] https://twitter.com/kelsey_harrell/status/1170125756900564992

Top URLs in Tweet in G9:
[2] https://twitter.com/MosesLakeHS/status/908032417503387648
[1] https://www.amazon.com/hz/wishlist/ls/Q6JWKLN0IWN2?ref_=wl_share
[1] https://www.nj.com/union/2019/09/girl-with-down-syndrome-8-comes-home-with-6-bite-marks-after-first-day-of-school-as-family-demands-action.html
[1] https://www.goodmorningamerica.com/gma/story/13-year-creates-school-closet-classmates-nice-clothes-65242659

Top URLs in Tweet in G10:
[56] http://esheninger.blogspot.com/2019/09/10-ways-to-empower-educators.html
[4] https://podcasts.apple.com/us/podcast/teaching-keating-with-weston-and-molly-kieschnick/id1096116254?i=1000448976768
[2] https://www.educationnext.org/what-colleges-can-learn-from-toyota-excerpt-choosing-college-horn-moesta/
[2] http://inservice.ascd.org/3-ways-to-advocate-for-rigor-in-your-school/
[2] https://www.weareteachers.com/managing-cell-phones-in-class/
[1] https://www.educationnext.org/ednext-podcast-whats-behind-drop-international-students-in-the-u-s/
[1] https://www.educationnext.org/kids-left-behind-much-better-today-25-years-ago-middle-class/
[1] https://www.educationnext.org/what-do-education-reform-failures-have-common/
[1] https://www.facebook.com/groups/teachbetterteam
[1] https://www.techlearning.com/news/google-slides-for-lab-reports-update

Top Domains
Top Domains in Tweet in Entire Graph:
[215] twitter.com
[147] blogspot.com
[98] kqed.org
[72] co.uk
[66] cultofpedagogy.com
[66] wordpress.com
[64] youtube.com
[59] tes.com
[50] thepaperlesstrail.com
[42] amazon.com

Top Domains in Tweet in G1:
[73] kqed.org
[11] edutopia.org
[4] ow.ly
[4] learningpersonalized.com
[3] twitter.com
[3] education.com
[2] cbc.ca
[2] empoweringells.com
[2] marcandangel.com
[2] cultofpedagogy.com

Top Domains in Tweet in G2:
[2] twitter.com
[1] gilderlehram.org
[1] teachemotionalregulation.com
[1] jamie-sumner.com
[1] bit.ly

Top Domains in Tweet in G3:
[55] blogspot.com
[29] tes.com
[25] shakeuplearning.com
[23] twitter.com
[18] globalmetacognition.com
[15] wordpress.com
[14] catlintucker.com
[14] apple.com
[13] amazon.com
[10] wonderexplorelearn.com

Top Domains in Tweet in G4:
[51] twitter.com
[7] linkedin.com
[7] youtube.com
[7] mradampe.com
[6] forbes.com
[6] teacherspayteachers.com
[6] k12prospects.com
[6] sycol.com
[5] careerarc.com
[4] blogspot.com

Top Domains in Tweet in G5:
[10] edsurge.com
[7] bamradionetwork.com
[7] teachthought.com
[6] drdouggreen.com
[5] bit.ly
[4] loc.gov
[3] gettingsmart.com
[2] twitter.com
[2] edublogs.org
[2] eschoolnews.com

Top Domains in Tweet in G6:
[18] edweek.org
[12] twitter.com
[5] teachthought.com
[4] po.st
[3] forbes.com
[3] hechingerreport.org
[3] amle.org
[3] theeffortfuleducator.com
[2] eschoolnews.com
[2] therobbreviewblog.com

Top Domains in Tweet in G7:
[9] twitter.com
[7] blogspot.com
[6] anchor.fm
[5] ditchthattextbook.com
[3] buncee.com
[2] bamradionetwork.com
[2] edublogs.org
[1] google.com
[1] breakoutedu.com
[1] paper.li

Top Domains in Tweet in G8:
[9] pressprogress.ca
[5] youtube.com
[5] twitter.com
[4] georgecouros.ca
[3] macleans.ca
[2] simplecast.com
[1] wixsite.com
[1] theglobeandmail.com
[1] nytimes.com
[1] stitcher.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] amazon.com
[1] nj.com
[1] goodmorningamerica.com

Top Domains in Tweet in G10:
[56] blogspot.com
[5] educationnext.org
[4] apple.com
[3] edsource.org
[2] ascd.org
[2] weareteachers.com
[2] wannabeteacher.com
[1] facebook.com
[1] techlearning.com
[1] spreaker.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2765] edchat
[596] edtech
[495] education
[408] teacher
[199] ukedchat
[197] teaching
[170] teachers
[155] k12
[130] elearning
[113] aussieed



Top Hashtags in Tweet in G1:
[162] edchat
[55] questions
[51] education
[43] edtech
[39] sketchnote
[37] teaching
[37] elearning
[37] k12
[27] kindness
[25] pbl

Top Hashtags in Tweet in G2:
[315] teacher
[13] teachers
[13] edchat
[7] mglit
[5] holocaust
[5] mg
[4] eduham
[3] elachat
[3] librarians
[3] ya

Top Hashtags in Tweet in G3:
[354] edchat
[268] edtech
[136] education
[75] elearning
[73] teaching
[71] learning
[64] teachers
[47] tech
[40] ukedchat
[39] k12

Top Hashtags in Tweet in G4:
[304] edchat
[30] education
[27] edtech
[19] k12
[14] teachers
[14] highered
[13] teaching
[11] edutwitter
[11] ukedchat
[11] satchat

Top Hashtags in Tweet in G5:
[124] edchat
[38] education
[25] suptchat
[19] leadupchat
[17] buildhopeedu
[11] teaching
[11] elemapnetwork
[10] kidsdeserveit
[10] tlap
[10] leadlap

Top Hashtags in Tweet in G6:
[112] edchat
[17] joyfulleaders
[15] edtech
[14] leadupchat
[14] satchat
[14] mschat
[11] leadlap
[9] chasinggreatness
[9] dreamwithoutlimits
[9] growthmindset

Top Hashtags in Tweet in G7:
[49] dotday
[35] edchat
[15] edtech
[10] futurereadylibs
[10] tlchat
[7] istelib
[7] leadlap
[6] educhat
[5] tlap
[5] ditch

Top Hashtags in Tweet in G8:
[37] edchat
[5] inquiry
[4] bced
[3] education
[3] edupreneur
[2] edtech
[2] champforkids
[2] studentvoice
[2] stem
[2] women

Top Hashtags in Tweet in G9:
[25] edchat
[3] teacher
[2] edtech
[1] clearthelist

Top Hashtags in Tweet in G10:
[83] edchat
[54] leadered
[52] cpchat
[52] suptchat
[7] ntchat
[6] masterychat
[6] teachbetter
[5] kidsdeserveit
[5] joyfulleaders
[5] caedu

Top Words
Top Words in Tweet in Entire Graph:
[4480] Words in Sentiment List#1: Positive
[1475] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[114221] Non-categorized Words
[120177] Total Words
[2765] #edchat
[759] school
[717] 9
[668] students
[594] #edtech

Top Words in Tweet in G1:
[307] mindshiftkqed
[162] #edchat
[88] students
[70] many
[69] make
[63] find
[63] out
[57] kids
[57] asking
[56] comes

Top Words in Tweet in G2:
[630] 9
[322] susanrossauthor
[317] kiki
[317] jacques
[315] bk
[315] giveaway
[315] f
[315] tag
[315] #teacher
[315] 6

Top Words in Tweet in G3:
[354] #edchat
[266] #edtech
[136] #education
[114] learning
[83] more
[75] #elearning
[73] #teaching
[71] #learning
[64] #teachers
[63] students

Top Words in Tweet in G4:
[304] #edchat
[38] students
[35] school
[33] s
[30] #education
[27] #edtech
[25] learning
[24] t
[23] classroom
[22] out

Top Words in Tweet in G5:
[124] #edchat
[47] draalston
[41] students
[38] #education
[37] curriculumblog
[33] student
[31] 2
[26] 1
[25] #suptchat
[23] love

Top Words in Tweet in G6:
[112] #edchat
[28] s
[23] join
[22] need
[20] new
[20] m
[20] teachers
[19] bethhill2829
[19] amle
[18] gregsederberg

Top Words in Tweet in G7:
[59] dot
[51] out
[51] mark
[49] #dotday
[48] check
[47] breakoutedu
[47] based
[44] make
[44] amazing
[40] ready

Top Words in Tweet in G8:
[63] courosa
[42] cuts
[39] 10
[39] recent
[39] social
[39] media
[39] posts
[39] last
[39] values
[39] personality

Top Words in Tweet in G9:
[92] school
[84] dad
[79] zellieimani
[62] first
[62] day
[43] kids
[43] don
[43] t
[42] m
[42] third

Top Words in Tweet in G10:
[83] #edchat
[58] 10
[58] ways
[57] new
[56] empower
[56] educators
[54] #leadered
[54] e_sheninger
[52] #cpchat
[52] #suptchat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[338] 9,9
[336] kiki,jacques
[332] f,tag
[332] tag,#teacher
[332] #teacher,9
[297] back,school
[276] jacques,refugee
[276] refugee,story
[272] school,bk
[272] bk,circle

Top Word Pairs in Tweet in G1:
[63] mindshiftkqed,many
[55] many,educators
[55] educators,find
[55] find,students
[55] students,out
[55] out,practice
[55] practice,comes
[55] comes,asking
[55] asking,#questions
[55] #questions,re

Top Word Pairs in Tweet in G2:
[316] kiki,jacques
[315] f,tag
[315] tag,#teacher
[315] #teacher,9
[315] 9,9
[262] jacques,refugee
[262] refugee,story
[261] back,school
[261] school,bk
[261] bk,circle

Top Word Pairs in Tweet in G3:
[164] #edtech,#edchat
[49] #edchat,#edtech
[43] check,out
[37] #edtech,#education
[35] #cuerockstar,computer
[35] computer,science
[35] science,edition
[35] edition,trpatel20
[35] trpatel20,baynesheidi
[35] baynesheidi,more

Top Word Pairs in Tweet in G4:
[10] #education,#edchat
[10] #mradampe,#pegeeks
[10] #pegeeks,#ukpechat
[10] #ukpechat,#physed
[9] #edchat,#edtech
[9] check,out
[9] #edtech,#edchat
[9] #physed,#googleei
[9] #googleei,#googleet
[9] #googleet,#googlepd

Top Word Pairs in Tweet in G5:
[27] #edchat,#education
[17] young,man
[17] man,believe
[17] believe,start
[17] start,treating
[17] treating,star
[17] star,student
[17] student,see
[17] see,behavior
[17] behavior,changes

Top Word Pairs in Tweet in G6:
[14] #edchat,#edtech
[11] difference,between
[10] s,right
[10] right,friends
[10] friends,nortnik
[10] nortnik,lindsey_bohler
[10] lindsey_bohler,bethhill2829
[10] bethhill2829,back
[10] back,join
[10] join,edusistas

Top Word Pairs in Tweet in G7:
[48] check,out
[39] ready,#dotday
[39] #dotday,check
[39] out,dot
[39] dot,make
[39] make,mark
[39] mark,breakout
[39] breakout,edu
[39] edu,game
[39] game,based

Top Word Pairs in Tweet in G8:
[39] 10,recent
[39] recent,social
[39] social,media
[39] media,posts
[39] posts,last
[39] last,values
[39] values,personality
[39] personality,character
[38] courosa,10
[14] better,cuts

Top Word Pairs in Tweet in G9:
[62] first,day
[62] day,school
[43] don,t
[42] m,third
[42] third,grade
[42] grade,teacher
[42] teacher,dad
[42] dad,don
[42] t,know
[42] know,kids

Top Word Pairs in Tweet in G10:
[56] 10,ways
[56] ways,empower
[56] empower,educators
[52] educators,#edchat
[51] new,post
[51] post,10
[51] #edchat,#cpchat
[51] #cpchat,#suptchat
[51] #suptchat,#leadered
[50] e_sheninger,new

Top Replied-To
Top Replied-To in Entire Graph:
@buncee
@gregsederberg
@newsela
@lrobbteacher
@rgrazier56
@kimberl24736677
@lyricalswordz
@karaswisher
@kcasw1
@mrsbarnett_tchr

Top Replied-To in G1:
@toppel_eld

Top Replied-To in G2:
@teachersonfire

Top Replied-To in G3:
@thenewimpostor
@mrsbarnett_tchr
@jesush1979
@sturmdon
@ictc_ctic
@karaswisher

Top Replied-To in G4:
@vedajunction

Top Replied-To in G5:
@rgrazier56

Top Replied-To in G6:
@gregsederberg
@lrobbteacher
@fredende
@tomteachesphys
@mraspinall

Top Replied-To in G7:
@buncee
@kimberl24736677

Top Replied-To in G10:
@sfecich

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@susanrossauthor
@zellieimani
@courosa
@cultofpedagogy
@e_sheninger
@pblworks
@draalston
@matthiefield
@breakoutedu

Top Mentioned in G1:
@mindshiftkqed
@brightmorningtm
@woodard_julie
@alex_corbitt
@edutopia
@tcrwp
@lisa_westman
@wordlib
@tanellclassroom
@hechingerreport

Top Mentioned in G2:
@susanrossauthor
@gilder_lehrman
@kealan_year1
@medium
@theconnectmodel
@jorgedoespbl
@holidayhousebks
@holocaustmuseum
@mariahraebuote
@angcleveland

Top Mentioned in G3:
@eraser
@teachersjourney
@trpatel20
@baynesheidi
@iacue
@sbcss
@shakeuplearning
@cueinc
@cuerockstar
@rdene915

Top Mentioned in G4:
@mradampe
@iamjamgamble
@rachelmarker
@mathisvisual
@melanystowe
@modern_measures
@rafael_parente
@adamddrummond
@intowildplaces

Top Mentioned in G5:
@draalston
@curriculumblog
@nowakro
@emilyapaschall
@edublogs
@edsurge
@bamradionetwork
@disruptedtv
@larryferlazzo
@effectualedu

Top Mentioned in G6:
@amle
@gregsederberg
@bethhill2829
@nortnik
@lindsey_bohler
@nowakro
@effortfuleduktr
@educationweek
@middleweb
@jlubinsky

Top Mentioned in G7:
@breakoutedu
@shannonmmiller
@peterhreynolds
@tntedtech
@mrnunesteach
@iste
@google
@buncee
@skypec
@capstonepub

Top Mentioned in G8:
@courosa
@according2luke
@teacher2teacher
@kelsey_harrell
@jkhoey
@grantfrend
@wickededtech
@kelseymseibert
@michelle4edu
@pblworks

Top Mentioned in G9:
@zellieimani
@kason_little
@susanrossauthor
@zinclearning

Top Mentioned in G10:
@e_sheninger
@wes_kieschnick
@educationnext
@mindshiftkqed
@teachbetterteam
@ateachersguide
@edsource
@sbecalifornia
@courosa
@michaelbhorn

Top Tweeters
Top Tweeters in Entire Graph:
@iartg
@startupsbot
@techedvocate
@eraser
@aaroncuddeback
@lovetogive2
@mjgranger1
@yayayarndiva
@moniselseward
@marconavarrolor

Top Tweeters in G1:
@stressfreekids
@marting8177
@cbc
@gdorn1
@markedeschaine
@armando_ribeiro
@aaron_hogan
@mojamesapted
@kqednews
@grammasheri

Top Tweeters in G2:
@skype
@pragmaticmom
@ayawrites
@nhtoymc
@oraclemackenzie
@cekster
@kpteach5
@medium
@historycomics
@lizgon230

Top Tweeters in G3:
@eraser
@aaroncuddeback
@lovetogive2
@calcaware
@jjj5819
@bar_zie
@wsj
@forbes
@aldo_zaffalon
@maperez324

Top Tweeters in G4:
@situationalcomm
@marypatriotnews
@educatormaguk
@biosunu
@joanncorley
@iconohash
@mguhlin
@grjenkin
@worldlillie
@hechternacht

Top Tweeters in G5:
@nytimes
@larryferlazzo
@raehanbobby
@wral
@latestkruger
@marksbabbitt
@ncte
@youtern
@jriske
@mcmajorterror

Top Tweeters in G6:
@moniselseward
@pierrettechamp2
@mssackstein
@ilove_vonnie
@avivaloca
@williammorgan83
@rafranzdavis
@educationweek
@burgessdave
@erobbprincipal

Top Tweeters in G7:
@shiftparadigm
@nuria2407
@google
@shannonmmiller
@urbie
@buncee
@bangarangbooks
@coriorlando1
@posickj
@mrspstorytime

Top Tweeters in G8:
@nembotavy_0101
@iamdrwill
@thomashall17
@cailinaseirinn
@courosa
@jkhoey
@writerly_dee
@teacher2teacher
@labourmovementg
@likelyjanlukas

Top Tweeters in G9:
@cece_23spalding
@begiiigiles
@oksomik
@zulaqi
@damngerdiehot
@sweetest_taboo_
@aboutmyriam
@spicedrum
@zellieimani
@jenetallday

Top Tweeters in G10:
@yayayarndiva
@thomascmurray
@sarahdateechur
@e_sheninger
@fabiolamvega
@vxjoe
@donald_gately
@starwarsisreal
@educationnext
@sfecich