edchat, Twitter, 6/20/2022 8:45:02 PM, 278386


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edchat_2022-06-20_03-30-01.xlsx
edchat_2022-06-20_03-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2022
Short Description:
edchat via NodeXL https://bit.ly/3QAkRIz
@tcea
@educationbnb
@jc_james_clark
@teacher2teacher
@allaboutthepact
@wes_kieschnick
@fixingeducation
@scalarhumanity
@rdene915
@drdouggreen

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

Description:
Description
The graph represents a network of 4,987 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, 20 June 2022 at 10:37 UTC.

The requested start date was Monday, 20 June 2022 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 6-day, 22-hour, 25-minute period from Monday, 13 June 2022 at 01:33 UTC to Sunday, 19 June 2022 at 23:59 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 : 4987
Unique Edges : 3059
Edges With Duplicates : 11897
Total Edges : 14956
Number of Edge Types : 5
Tweet : 1987
Retweet : 4650
MentionsInRetweet : 6001
Mentions : 2190
Replies to : 128
Self-Loops : 2106
Reciprocated Vertex Pair Ratio : 0.0395839801303943
Reciprocated Edge Ratio : 0.0761535015678662
Connected Components : 489
Single-Vertex Connected Components : 259
Maximum Vertices in a Connected Component : 3853
Maximum Edges in a Connected Component : 12845
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.70614
Graph Density : 0.000269332434405668
Modularity : 0.404752
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,987 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, 20 June 2022 at 10:37 UTC.

The requested start date was Monday, 20 June 2022 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 6-day, 22-hour, 25-minute period from Monday, 13 June 2022 at 01:33 UTC to Sunday, 19 June 2022 at 23:59 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:
[48] https://www.teachertrap.com/2016/06/classroommanagement.html/
[30] http://esheninger.blogspot.com/2022/06/the-significance-of-small-wins.html
[23] https://freeperiodpress.com/blogs/free-period-press-blog/100-suggested-habits-to-track?utm_source=pinterest&utm_medium=social
[18] https://teachingideas.ca/2020/05/17/escape-room-2/
[18] https://edtech4beginners.com/2018/05/03/lesson-reflection-sheets/
[14] https://www.restorativegroup.org/
[8] https://catlintucker.com/2021/07/blended-learning-what-it-is-and-is-not/
[7] https://www.amazon.com/Pecha-Kucha-English-Language-Teaching-ebook/dp/B00JPRUREI/ref=sr_1_1?s=books&ie=UTF8&qid=1549976286&sr=1-1&refinements=p_82:B007G9HJFM,p_n_feature_browse-bin:618073011
[6] https://home.edweb.net/webinar/compsci20220616/
[6] https://microapp.com/pratic/dl/?item=bd

Top URLs in Tweet in G1:
[42] https://www.teachertrap.com/2016/06/classroommanagement.html/
[23] https://freeperiodpress.com/blogs/free-period-press-blog/100-suggested-habits-to-track?utm_source=pinterest&utm_medium=social
[18] https://edtech4beginners.com/2018/05/03/lesson-reflection-sheets/
[16] https://teachingideas.ca/2020/05/17/escape-room-2/
[8] https://catlintucker.com/2021/07/blended-learning-what-it-is-and-is-not/
[5] https://www.brainwavesinstruction.com/blog/tag:blogger.com,1999:blog-4469393745576273765.post-1674254927798620292/
[5] https://www.thebutterflyteacher.com/5-easy-steps-to-plan-your-entire-school-year-in-advance/
[4] http://applefortheteach.blogspot.com/
[3] http://buzzingwithmsb.blogspot.com/2019/07/how-to-introduce-yourself-as.html
[3] https://catlintucker.com/2022/06/4-trends-to-watch-in-education/

Top URLs in Tweet in G2:
[3] https://k12prospects.com/LP/The-Expert-Guide-to-Using-Images-in-K12-Marketing-Emails/The-Expert-Guide-to-Using-Images-in-K12-Marketing-Emails.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=the-expert-guide-to-using-images-in-k12-marketing-emails&utm_content=textlink
[3] https://corp.kaltura.com/resources/demo-kaltura-event-platform-student-recruitment/
[2] https://www.k12prospects.com/LP/K-12-Email-Marketing-Still-Very-Crucial-in-2022/K-12-Email-Marketing-Still-Very-Crucial-in-2022.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=k-12-email-marketing-still-very-crucial-in-2022&utm_content=textlink
[2] https://www.rickjetter.com/
[2] https://www.teachercast.net/attc-ep173-teacher-success-manager?utm_campaign=are-you-a-teacher-success-manager&utm_medium=social_link&utm_source=missinglettr-twitter
[2] https://www.teachercast.net/attc-ep147-aver-usa-purchasing-classroom-video-equipment?utm_campaign=how-to-plan-and-purchase-video-equipment-for-your-digital-classroom&utm_medium=social_link&utm_source=missinglettr-twitter
[1] https://www.amazon.com/Sensory-Spectrum-Autistic-Comics-Anthology/dp/1524874760/ref=sr_1_1?crid=25LBMGMIXW1CY&keywords=An+Autistic+Comic+Anthology&qid=1655173132&sprefix=an+autistic+comic+anthology,aps,1256&sr=8-1
[1] https://twitter.com/reneehobbs/status/1533907849948143617
[1] https://twitter.com/MedEduLab/status/1535267811618131974
[1] https://twitter.com/MedEduLab/status/1532731086681395203

Top URLs in Tweet in G3:
[2] http://community.bic.com
[2] https://educationadvanced.com/team/support/heidi-king/
[2] https://www.hmhco.com/blog/summer-math-activities-preventing-math-summer-slide
[2] https://www.estrade.in/the-launch-of-the-digital-university-is-a-great-step-sahil-miglani-geekster/
[2] https://www.11pluspractice.com/mock-tests/?flt%5Bloc%5D=2
[2] https://11pluspractice.com/
[1] http://bic-causewecare.socialmedialink.com/forum?__mid=4i0rl#/posts/3028
[1] https://twitter.com/mr_goughks1/status/1535958277720313856
[1] https://www.tes.com/magazine/analysis/secondary/how-welsh-school-started-teaching-its-pupils-empathy
[1] https://info.teamsatchel.com/satchel-live-demo-school-classroom-management?utm_campaign=T6WD&utm_content=209712955&utm_medium=social&utm_source=twitter&hss_channel=tw-796423473493143552

Top URLs in Tweet in G4:
[4] https://www.teachertrap.com/2016/06/classroommanagement.html/
[2] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&osid=1&continue=https://docs.google.com/forms/d/1PbhKRpIYtAgTghfPPvC_kMcmNe6Kq4UrAhYJ4hjd1GQ/copy&followup=https://docs.google.com/forms/d/1PbhKRpIYtAgTghfPPvC_kMcmNe6Kq4UrAhYJ4hjd1GQ/copy<mpl=forms
[1] https://www.cuny-nysieb.org/teaching-bilinguals-webseries/
[1] https://www.serpinstitute.org/educator-resources?dm_device=desktop
[1] https://www.glsen.org/resources/educator-resources#snt--3
[1] https://www.serpinstitute.org/wordgen-weekly
[1] https://twitter.com/wyattamandaj/status/1534892806396862464
[1] https://teachingideas.ca/2020/05/17/escape-room-2/

Top URLs in Tweet in G5:
[3] http://innovativeeducationsolutions.net/?p=2871
[1] https://www.innovativeeducationsolutions.net/?p=2893
[1] http://esheninger.blogspot.com/2022/06/the-significance-of-small-wins.html
[1] https://www.teachertrap.com/2016/06/classroommanagement.html/

Top URLs in Tweet in G7:
[2] https://www.netsupport-inc.com/20220614read-our-new-article-on-published-on-education-week/
[2] https://hbr.org/2022/03/what-stops-people-on-your-team-from-leaving
[1] https://ecolebranchee.com/voici-pourquoi-les-eleves-du-primaire-et-du-secondaire-devraient-apprendre-a-programmer/
[1] https://elearningindustry.com/elearning-skills-2030-sparking-curiosity
[1] https://www.youtube.com/playlist?list=PLjmd3WBEBqIK6OQBLtdqUFMV-QuHG50--

[1] https://hunt-institute.org/resources/2022/06/new-hunt-higher-ed-issue-brief-advancing-equity-through-the-use-of-disaggregated-data/
[1] https://www.edutopia.org/article/7-classroom-management-mistakes-and-research-how-fix-them
[1] https://www.tes.com/magazine/leadership/strategy/6-digital-wellbeing-ideas-schools-studentsp-technology/?utm_source=Social&utm_medium=Twitter&utm_campaign=7015W0000009B8CQAU
[1] https://videos.d2l.com/watch/SRTGmigPCE6f6MLyTcKK2e?utm_source=Social&utm_medium=Twitter&utm_campaign=7015W0000009B8CQAU
[1] https://twitter.com/DeputyGrocott/status/1536911623943749634

Top URLs in Tweet in G8:
[14] https://www.restorativegroup.org/
[2] https://www.edutopia.org/article/pandemic-practice-keep-science-and-math-classes
[1] https://www.forbes.com/sites/tracybrower/2021/09/19/empathy-is-the-most-important-leadership-skill-according-to-research/?sh=34b9ec143dc5
[1] https://www.edutopia.org/article/4-meaningful-activities-mark-end-school
[1] https://www.youtube.com/watch?v=mw_aMpYnKxM&feature=youtu.be

[1] https://news.gallup.com/poll/393500/workers-highest-burnout-rate.aspx
[1] https://www.restorativegroup.org/speakers
[1] https://www.teachertoolkit.co.uk/2021/11/07/brain-friendly-leadership/?utm_campaign=5%20hours%20campaign&utm_content=buffer03b1c&utm_medium=social&utm_source=twitter&hss_channel=tw-3321518189
[1] https://www.edutopia.org/article/teaching-students-assess-their-learning

Top URLs in Tweet in G9:
[26] http://esheninger.blogspot.com/2022/06/the-significance-of-small-wins.html
[2] https://educatoral.wordpress.com/2022/06/12/sharing-diigo-links-and-resources-weekly-223/
[1] https://www.applitrack.com/chappaqua/onlineapp/default.aspx?Category=Administration
[1] https://r4j68.app.goo.gl/?link=https%3A%2F%2Fwww.podbean.com%2Fmedia%2Fshare%2Fpb-4gurg-124f5e5&utm_campaign=au_share_ep&utm_source=au_share&utm_medium=dlink&ct=au_share_ep&imv=670&amv=530&isi=973361050&ibi=com.podbean.app.podcast&ipbi=com.podbean.app.podcast&apn=com.podbean.app.podcast
[1] https://r4j68.app.goo.gl/?link=https%3A%2F%2Fwww.podbean.com%2Fmedia%2Fshare%2Fpb-vxh9f-1250e84&utm_campaign=au_share_ep&utm_source=au_share&utm_medium=dlink&ct=au_share_ep&imv=670&amv=530&isi=973361050&ibi=com.podbean.app.podcast&ipbi=com.podbean.app.podcast&apn=com.podbean.app.podcast
[1] https://www2.ed.gov/documents/coronavirus/factsheet-teachers.pdf
[1] https://twitter.com/teachplus/status/1537069879118946305
[1] https://gtlcenter.org/evidence-based-strategies/diversifying_educator_workforce
[1] https://www-edweek-org.air.idm.oclc.org/teaching-learning/opinion-whats-ahead-for-the-nations-first-federally-approved-teacher-apprenticeship-program/2022/06
[1] https://www.cbc.ca/news/canada/toronto/tdsb-unveiling-centre-excellence-black-students-1.6484738?__vfz=medium%3Dsharebar

Top URLs in Tweet in G10:
[3] https://www.teachbetter.com/blog/developing-a-quality-curriculum/
[2] https://www.weforum.org/agenda/2018/07/5-amazing-schools-that-will-make-you-wish-you-were-young-again/
[1] https://www.edweek.org/leadership/opinion-how-architecture-affects-learning/2018/04
[1] https://www.allthingsplc.info/files/uploads/a_rose_by_any_other_name_plcs.pdf
[1] https://www.cultofpedagogy.com/plc-problems/
[1] http://esheninger.blogspot.com/2022/06/the-significance-of-small-wins.html

Top Domains
Top Domains in Tweet in Entire Graph:
[250] twitter.com
[249] brainwavesinstruction.com
[120] blogspot.com
[94] teachertrap.com
[92] oodlu.org
[91] tcea.org
[75] amazon.com
[74] youtube.com
[60] duoinspirations.com
[52] edutopia.org

Top Domains in Tweet in G1:
[221] brainwavesinstruction.com
[86] tcea.org
[78] teachertrap.com
[36] weebly.com
[29] teachingideas.ca
[27] freeperiodpress.com
[27] edtech4beginners.com
[27] fortheteachers.org
[23] catlintucker.com
[17] blogspot.com

Top Domains in Tweet in G2:
[92] oodlu.org
[54] twitter.com
[47] definedlearning.com
[43] careerarc.com
[33] youtube.com
[23] iblocks.com
[21] amazon.com
[20] scoop.it
[18] gettingsmart.com
[18] edtechreview.in

Top Domains in Tweet in G3:
[35] twitter.com
[25] mradampe.com
[12] tweetedtimes.com
[11] blogspot.com
[10] ca.us
[9] 2peasandadog.com
[8] hmhco.com
[6] edutopia.org
[6] classtechtips.com
[6] rsc.org

Top Domains in Tweet in G4:
[7] brainwavesinstruction.com
[4] teachertrap.com
[2] teacher2teacher.education
[2] google.com
[2] cuny-nysieb.org
[2] serpinstitute.org
[2] socratesheadofschool.com
[1] tweetedtimes.com
[1] achievethecore.org
[1] glsen.org

Top Domains in Tweet in G5:
[5] engage2learn.org
[5] blogspot.com
[4] innovativeeducationsolutions.net
[2] esuiteapp.com
[2] brainwavesinstruction.com
[1] cnbc.com
[1] iste.org
[1] bostonglobe.com
[1] thejournal.com
[1] youtube.com

Top Domains in Tweet in G6:
[1] brainwavesinstruction.com
[1] blogspot.com

Top Domains in Tweet in G7:
[33] edweek.org
[22] twitter.com
[7] hmhco.com
[6] youtu.be
[6] ideaillinois.org
[4] youtube.com
[2] teachonline.ca
[2] teachbetter.com
[2] edutopia.org
[2] hunt-institute.org

Top Domains in Tweet in G8:
[37] restorativegroup.org
[14] drdouggreen.com
[11] edutopia.org
[3] imlrs.net
[3] youtube.com
[2] ted.com
[2] gallup.com
[1] tipbs.com
[1] teachertrap.com
[1] youtu.be

Top Domains in Tweet in G9:
[58] blogspot.com
[14] k12dive.com
[7] paper.li
[6] wordpress.com
[4] twitter.com
[4] edweek.org
[4] sacredframework.com
[3] brainwavesinstruction.com
[2] edsurge.com
[2] the74million.org

Top Domains in Tweet in G10:
[17] teachbetter.com
[8] youtube.com
[6] pembrokepublishers.com
[5] fastcompany.com
[4] ascd.org
[4] twitter.com
[4] wested.org
[4] brainwavesinstruction.com
[3] amandayuill.com
[2] aasa.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4431] edchat
[987] education
[929] edtech
[470] edutwitter
[430] k12
[352] learning
[308] teaching
[286] teachertwitter
[226] teachers
[161] edtechchat



Top Hashtags in Tweet in G1:
[577] edchat
[123] education
[115] learning
[80] teaching
[73] teachertwitter
[67] edutwitter
[47] teacherlife
[32] sel
[27] sundaymorning
[23] edtech

Top Hashtags in Tweet in G2:
[1102] edchat
[482] edtech
[386] education
[223] k12
[113] edtechchat
[108] innedco2022
[98] homeschool
[91] teaching
[81] learning
[78] homeschooling

Top Hashtags in Tweet in G3:
[433] edchat
[96] education
[55] edutwitter
[53] edtech
[28] physed
[26] pegeeks
[26] googleei
[25] teachers
[25] googleet
[24] teachertwitter

Top Hashtags in Tweet in G4:
[87] mtbos
[86] mathstratchat
[47] edchat
[18] teachertwitter
[16] edutwitter
[4] catherinebosley
[3] education
[3] esl
[2] carherinebosley
[2] teacherleader

Top Hashtags in Tweet in G5:
[27] edchat
[9] edutwitter
[7] suptchat
[6] edtech
[4] pd
[3] cpchat
[3] leadershipdevelopment
[2] iste22
[2] educatorsatlas
[2] innovatorsmindset

Top Hashtags in Tweet in G6:
[8] edchat
[3] satchat
[2] edutwitter
[2] scienceteachers
[2] science
[2] gravity
[2] satchatwc
[2] aussieed
[2] ukedchat
[2] growthmindset

Top Hashtags in Tweet in G7:
[235] edchat
[27] edtech
[26] edu5213sbu
[17] wellbeing
[13] satchat
[10] education
[8] edutwitter
[8] ideacon
[7] ewopinion
[6] stem

Top Hashtags in Tweet in G8:
[74] edchat
[30] restorativegroup
[26] restorativepractices
[23] k12
[16] cpchat
[13] learning
[11] edleadership
[5] medialiteracy
[4] physed
[3] media

Top Hashtags in Tweet in G9:
[153] edchat
[70] edutwitter
[31] suptchat
[27] satchat
[27] k12
[23] futureready
[21] lgbtqia
[20] cpchat
[16] hackingleadership
[16] edreform

Top Hashtags in Tweet in G10:
[177] edchat
[56] ukedchat
[45] education
[44] teachers
[27] k12
[23] engchat
[22] elemchat
[22] students
[18] pblchat
[16] speechanddebate

Top Words
Top Words in Tweet in Entire Graph:
[4431] #edchat
[987] #education
[929] #edtech
[899] students
[810] tcea
[700] more
[636] school
[512] rigor
[487] learning
[486] great

Top Words in Tweet in G1:
[717] tcea
[577] #edchat
[285] brain
[231] teaching
[223] instruction
[221] adolescents
[221] hard
[221] being
[221] adolescent
[221] harder

Top Words in Tweet in G2:
[1102] #edchat
[482] #edtech
[386] #education
[223] #k12
[199] school
[177] students
[176] more
[172] learning
[152] rdene915
[143] learn

Top Words in Tweet in G3:
[433] #edchat
[96] #education
[70] students
[60] school
[56] more
[55] #edutwitter
[53] #edtech
[52] learn
[45] day
[36] teachers

Top Words in Tweet in G4:
[188] teacher2teacher
[101] ss
[91] way
[87] #mtbos
[86] day
[86] invite
[86] celebrate
[86] little
[86] wins
[86] along

Top Words in Tweet in G5:
[456] rigor
[304] mean
[304] work
[153] wes_kieschnick
[152] doesn
[152] more
[152] faster
[152] challenge
[152] rigorous
[27] #edchat

Top Words in Tweet in G6:
[165] perhaps
[165] administrator
[165] teach
[165] one
[165] class
[165] principal
[165] superintendent
[165] etc
[165] fixingeducation
[8] #edchat

Top Words in Tweet in G7:
[235] #edchat
[51] tomwhitby
[44] more
[42] harveyalvy1
[41] student
[38] school
[34] educationweek
[33] teacher
[33] parent
[32] teachers

Top Words in Tweet in G8:
[74] #edchat
[32] restorativegrp
[30] #restorativegroup
[26] #restorativepractices
[23] #k12
[22] edutopia
[20] students
[16] drdoug's
[16] netnuggets
[16] #cpchat

Top Words in Tweet in G9:
[153] #edchat
[70] #edutwitter
[53] e_sheninger
[42] small
[41] wins
[36] students
[33] significance
[31] #suptchat
[27] #satchat
[27] #k12

Top Words in Tweet in G10:
[177] #edchat
[61] curriculumblog
[56] #ukedchat
[48] brain
[45] #education
[44] #teachers
[44] blast
[43] school
[40] strategies
[39] finleyt

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[295] #edchat,#edtech
[291] #edtech,#edchat
[250] instruction,#edchat
[249] teaching,adolescents
[249] adolescents,hard
[249] hard,being
[249] being,adolescent
[249] adolescent,harder
[249] harder,brain
[249] brain,waves

Top Word Pairs in Tweet in G1:
[221] teaching,adolescents
[221] adolescents,hard
[221] hard,being
[221] being,adolescent
[221] adolescent,harder
[221] harder,brain
[221] brain,waves
[221] waves,instruction
[221] instruction,#edchat
[220] tcea,teaching

Top Word Pairs in Tweet in G2:
[188] #edchat,#edtech
[134] #edtech,#edchat
[114] #education,#edchat
[85] #edtech,#homeschool
[78] #homeschool,#homeschooling
[66] #edchat,#k12
[62] #edchat,#education
[49] learn,more
[45] #edtechchat,#edchat
[43] #edtech,#education

Top Word Pairs in Tweet in G3:
[38] #edchat,#education
[25] #googleei,#googleet
[24] learn,more
[24] #mradampe,#pegeeks
[21] #googleet,#googlepd
[20] #edutwitter,#edchat
[20] #physed,#pechat
[20] #pechat,#googleei
[18] #edtech,#edchat
[18] #pegeeks,#physed

Top Word Pairs in Tweet in G4:
[86] invite,ss
[86] ss,celebrate
[86] celebrate,little
[86] little,wins
[86] wins,along
[86] along,way
[86] way,mathstop
[86] mathstop,ig
[86] ig,#mathstratchat
[86] #mathstratchat,#mtbos

Top Word Pairs in Tweet in G5:
[152] rigor,doesn
[152] doesn,mean
[152] mean,more
[152] more,work
[152] work,rigor
[152] rigor,mean
[152] mean,faster
[152] faster,rigor
[152] rigor,challenge
[152] challenge,work

Top Word Pairs in Tweet in G6:
[165] perhaps,administrator
[165] administrator,teach
[165] teach,one
[165] one,class
[165] class,principal
[165] principal,superintendent
[165] superintendent,etc
[164] fixingeducation,perhaps
[2] #edchat,#edutwitter
[2] best,explanation

Top Word Pairs in Tweet in G7:
[19] #edchat,#edu5213sbu
[17] recently,shared
[17] shared,ascl_uk
[17] ascl_uk,event
[17] event,belfast
[17] belfast,things
[17] things,consider
[17] consider,thinking
[17] thinking,#wellbeing
[16] ictevangelist,recently

Top Word Pairs in Tweet in G8:
[26] #restorativegroup,#restorativepractices
[25] #restorativepractices,#edchat
[21] #edchat,#k12
[16] drdoug's,netnuggets
[16] netnuggets,#edchat
[16] #edchat,#cpchat
[13] #k12,#learning
[12] international,media
[12] media,literacy
[12] literacy,research

Top Word Pairs in Tweet in G9:
[55] #edchat,#edutwitter
[39] small,wins
[33] significance,small
[33] wins,#edchat
[22] posted,yesterday
[22] yesterday,significance
[22] #edutwitter,#satchat
[22] #satchat,#futureready
[21] e_sheninger,posted
[21] #futureready,#suptch

Top Word Pairs in Tweet in G10:
[44] brain,blast
[21] strategies,brain
[21] #education,#edchat
[20] #elemchat,#students
[20] #students,#teachers
[20] #teachers,#education
[20] #edchat,#k12
[20] #k12,#ukedchat
[19] trauma,informed
[19] informed,teaching

Top Replied-To
Top Replied-To in Entire Graph:
@tomwhitby
@harveyalvy1
@mrshollyrogers
@rdene915
@lishabeth16
@readahead1
@anglophoneeast
@asaecenter
@letsquitteachin
@nahlik_jason

Top Replied-To in G1:
@mrnunesteach

Top Replied-To in G2:
@rdene915
@asaecenter
@ejwalhof
@kaltura
@bmike_2c
@kaplanednews
@nea
@tracyrenee70
@asuprepacademy
@mikepaul

Top Replied-To in G7:
@tomwhitby
@harveyalvy1
@mrshollyrogers
@readahead1
@lishabeth16
@nahlik_jason
@letsquitteachin
@perapiteticus
@sgthomas1973
@mrswraithmell

Top Replied-To in G9:
@chappaqua_csd
@mattfenlon
@seccardona
@gtlcenter

Top Replied-To in G10:
@finleyt

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@teacher2teacher
@fixingeducation
@wes_kieschnick
@rdene915
@wadestanford
@brianmendler
@mtholfsen
@leeannjung
@ascd

Top Mentioned in G1:
@tcea
@m
@ciaraoneal2
@freeperiodpress
@edtechneil
@fortheteachers
@catlin_tucker
@boredteachers
@weareteachers
@teachthought

Top Mentioned in G2:
@rdene915
@innedco
@iste
@oodlu_tweets
@alicekeeler
@definedlearning
@edumatchbooks
@pikmykid
@scoopit
@thriveinedu

Top Mentioned in G3:
@mradampe
@2peasandadog
@griffin_ot
@tutorhighclass
@nickimoodie
@ymhcanada
@dowlenholly
@5j16missoreilly
@shannon91981
@wfttcoaching

Top Mentioned in G4:
@teacher2teacher
@emilyfranesl
@tcea
@achievethecore
@marvelousmcc
@mrspuffertx
@jenroberts1
@wes_kieschnick
@cbosley19
@mosswa

Top Mentioned in G5:
@wes_kieschnick
@engage_learning
@e_sheninger
@iste
@tcea
@lancasterisd
@hubermanlab
@ms_mac4
@fixingeducation
@gcouros

Top Mentioned in G6:
@fixingeducation
@tcea
@elemteach81
@teacher2teacher
@e_sheninger

Top Mentioned in G7:
@educationweek
@tomwhitby
@harveyalvy1
@petermdewitt
@sgthomas1973
@ictevangelist
@ascl_uk
@corwinpress
@alkingsley_edu
@edweekopinion

Top Mentioned in G8:
@restorativegrp
@edutopia
@imlrsnews
@ti_pbs
@doodledwellness
@desautels_phd
@wired
@getyourteachon
@ladyelenauk
@rmbyrne

Top Mentioned in G9:
@e_sheninger
@tonysinanis
@wasemjeff
@k12divenews
@usedgov
@educatoral
@tcea
@seccardona
@teachargument
@edweekteacher

Top Mentioned in G10:
@curriculumblog
@finleyt
@pembrokepublish
@kurani_us
@vivgrant
@niagaraot
@hwotl
@etfo_oceota
@etfouppercanada
@gecoetfo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@jamesroy
@iartg
@glasgow_watch
@celebrainltd
@coopmike48
@b1e56df9ce6549f
@fabriciosx
@docwashburn

Top Tweeters in G1:
@antonioinvest
@stressfreekids
@flipgrid
@sueford06
@firuze_anadolu
@armando_ribeiro
@mguhlin
@lebronerika
@jmattmiller
@sistateacher

Top Tweeters in G2:
@sectest9
@cybersecurityn8
@coopmike48
@education_24x7
@cnbc
@imax111
@forbes
@alicekeeler
@hiringcare
@mdrechsler

Top Tweeters in G3:
@jamesroy
@shannon91981
@wmchamberlain
@drpowerskhs
@lieberrian
@mjcraw
@hmwdesign_bot
@21stprincipal
@techsavvyed
@erik_palmer

Top Tweeters in G4:
@b1e56df9ce6549f
@elizawallace27
@chkl8dva
@coachddukes87
@teacher2teacher
@emilyfranesl
@drcarolsalva
@katieann_76
@ivanwathum3
@biyelasthe

Top Tweeters in G5:
@henleysecnethia
@coachgoodman
@pcalleypbvusd
@ncsupers
@letchfordlois
@buggsnow
@mathcoachcorner
@ms_mac4
@monicalamb
@wes_kieschnick

Top Tweeters in G6:
@notrealdemocrat
@lcoco37
@scarletm1926
@iblacksheep
@negricari
@noksy_k
@somberamarath
@allduerespects
@twisted_panic
@swettathletics

Top Tweeters in G7:
@c_coolidge
@holliejoyjoy
@kat_pep_
@nytopinion
@larryferlazzo
@shiftparadigm
@stopvirtuastalk
@educationweek
@1naturalzeta
@ictevangelist

Top Tweeters in G8:
@thesun
@nypost
@riyadhalrifai
@margymaclibrary
@drjengunter
@socialmedia2day
@technojeder
@vice
@dianne__ladyd
@benzinga

Top Tweeters in G9:
@bostonglobe
@juandoming
@anwarfadzil
@thomascmurray
@seriousgames123
@garym
@tonysinanis
@e_sheninger
@joe_sanfelippo
@davidgeurin

Top Tweeters in G10:
@mentalhealthbo5
@mathgril
@66mhz
@in_stemm
@coastaljane
@ndeme_sung
@jonharper70bd
@curriculumblog
@blackgirlscode
@ericharvieschl


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