edchat, Twitter, 11/28/2022 11:46:44 AM, 285015


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edchat_2022-11-28_03-30-01.xlsx
edchat_2022-11-28_03-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2022
Short Description:
edchat via NodeXL https://bit.ly/3XBbzjb
@tcea
@leeannjung
@finleyt
@rdene915
@jc_james_clark
@catlin_tucker
@markj_ohnson
@tomwhitby
@ydiamonon
@allaboutthepact

Top hashtags:
#edchat
#education
#edtech
#k12
#learning
#teachers
#classroom
#edutwitter
#elemchat

Description:
Description
The graph represents a network of 3,450 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, 28 November 2022 at 11:40 UTC.

The requested start date was Monday, 28 November 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 6-day, 15-hour, 24-minute period from Friday, 18 November 2022 at 17:48 UTC to Friday, 25 November 2022 at 09:12 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 : 3450
Unique Edges : 1819
Edges With Duplicates : 7913
Total Edges : 9732
Number of Edge Types : 5
Retweet : 2985
MentionsInRetweet : 3628
Mentions : 1567
Tweet : 1508
Replies to : 44
Self-Loops : 1621
Reciprocated Vertex Pair Ratio : 0.0347782258064516
Reciprocated Edge Ratio : 0.0672187043351193
Connected Components : 447
Single-Vertex Connected Components : 220
Maximum Vertices in a Connected Component : 2341
Maximum Edges in a Connected Component : 7538
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.072001
Graph Density : 0.000345069564376988
Modularity : 0.395986
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,450 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, 28 November 2022 at 11:40 UTC.

The requested start date was Monday, 28 November 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 6-day, 15-hour, 24-minute period from Friday, 18 November 2022 at 17:48 UTC to Friday, 25 November 2022 at 09:12 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:
[155] https://www.additudemag.com/download/learning-strategies-students-adhd/
[69] https://blog.innerdrive.co.uk/9-questions-to-improve-metacognition
[63] 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
[57] https://esheninger.blogspot.com/2022/11/developing-resilience-in-learners.html
[33] https://www.internet4classrooms.com/thanksgiving.htm
[31] https://oodlu.org/
[19] https://www.coolcatteacher.com/10-tips-for-instructional-technology-coaches/
[16] https://us02web.zoom.us/meeting/register/tZ0tdeuqrDguEtbioT_nhr4FEEJUFVJRutSn
[16] https://www.popplet.com/
[15] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false

Top URLs in Tweet in G1:
[146] https://www.additudemag.com/download/learning-strategies-students-adhd/
[65] https://blog.innerdrive.co.uk/9-questions-to-improve-metacognition
[19] https://www.coolcatteacher.com/10-tips-for-instructional-technology-coaches/
[9] https://www.playpartyplan.com/thanksgiving-games/
[7] https://larryferlazzo.edublogs.org/2022/11/22/infographic-of-the-week-mapped-global-happiness-levels-in-2022/
[5] https://www.dianesweeney.com/getting-started-with-student-centered-coaching/
[5] https://esheninger.blogspot.com/2022/11/developing-resilience-in-learners.html
[4] https://blog.tcea.org/five-coloring-book-resources-mindfulness-art-appreciation/
[4] https://mrbunkeredu.wordpress.com/
[4] https://www.novakeducation.com/blog/udl-vs-differentiated-instruction-a-new-perspective

Top URLs in Tweet in G2:
[1] https://us.corwin.com/en-us/nam/seen-heard-and-valued/book276701

Top URLs in Tweet in G3:
[16] https://us02web.zoom.us/meeting/register/tZ0tdeuqrDguEtbioT_nhr4FEEJUFVJRutSn
[15] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[15] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1
[10] https://www.rdene915.com/
[10] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=283155&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-sidecar-rank&page=1&langFilter=default#formatSelectorHeader
[10] https://podcasts.apple.com/us/podcast/get-what-you-give-genein-letford-personalized-exams/id1529365406?i=1000586933729&itscg=30200S&itsct=podcast_box
[8] https://rdene915.com/2022/10/18/reflective-teaching-and-powerful-professional-learning-with-lessonloop/
[6] https://www.youtube.com/watch?v=FNH-tnoqIXE

[6] http://paper.li/AriesCobb/1397995931
[5] https://principalsdesk.org/2022/08/29/5-ways-to-getting-started-with-project-based-learning/

Top URLs in Tweet in G4:
[33] https://www.internet4classrooms.com/thanksgiving.htm
[6] https://tweetedtimes.com/search/iKrips/en
[6] https://tweetedtimes.com/JodiMos
[6] https://iconohash.com:443/
[5] https://www.hmhco.com/educator-confidence-report
[4] 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
[3] https://www.mrrobertsonscorner.com
[3] https://moreland.edu/resources/events-webinars/past-moreland-meets/transform-learning-with-small-group-instruction
[3] https://bildung.social/@herrlarbig
[3] https://www.tradewest.ca/

Top URLs in Tweet in G5:
[2] https://www.chalkbeat.org/2022/11/18/23465030/youth-mental-health-crisis-school-staff-psychologist-counselor-social-worker-shortage
[1] https://hechingerreport.org/want-resilient-and-well-adjusted-kids-let-them-play/?utm_source=pocket_reader
[1] https://www.gettingsmart.com/2022/11/21/the-scientific-case-for-cultivating-grateful-learning-communities/
[1] http://www.teachertrap.com/
[1] https://www.controlaltachieve.com/
[1] https://esheninger.blogspot.com/2022/11/developing-resilience-in-learners.html
[1] https://twitter.com/finleyt/status/1592968128195047424

Top URLs in Tweet in G6:
[4] https://www.amazon.com/Shift-Student-Led-Reimagining-Classroom-Workflows/dp/1948334526/ref=sr_1_1?crid=35UBRSG92TM8J&keywords=the+shift+to+student+led+novak&qid=1668059179&sprefix=the+shift+to+student+led+novak,aps,612&sr=8-1
[2] https://www.amazon.com/Shift-Student-Led-Reimagining-Classroom-Workflows-ebook/dp/B0BM3K5QB5/ref=sr_1_1?keywords=the+shift+to+student+led&qid=1668702919&sprefix=the+shift+to+stud,aps,133&sr=8-1
[2] https://catlintucker.com/2022/11/info-transfer-to-student-discovery/
[1] https://home.edweb.net/webinar/studentvoice20221116/
[1] https://catlintucker.com/2022/10/class-like-a-staff-meeting
[1] https://bit.ly/3ULcPyt
[1] https://catlintucker.com/2022/11/blended-5es/
[1] https://podcasts.apple.com/us/podcast/the-global-dream-with-dr-sunita-gandhi/id1485751335?i=1000586312878
[1] https://catlintucker.com/2022/07/sel-self-awareness/
[1] https://catlintucker.com/2022/08/sel-responsible-decisions/

Top URLs in Tweet in G7:
[29] https://oodlu.org/
[16] https://www.popplet.com/
[10] https://www.wonderexplorelearn.com/digital-citizenship-lessons-with-no-student-tech/
[9] https://oodlu.org
[9] https://docs.google.com/presentation/d/1HcHKyxu1_5nTgp5geZtf2VCVy5a4qE9i/edit?usp=sharing&ouid=113054530282239012320&rtpof=true&sd=true
[7] https://www.amazon.com/Complete-EdTech-Coach-Approach-Supporting/dp/1951600568/ref=sr_1_1?gclid=Cj0KCQiA1NebBhDDARIsAANiDD1K2u4hHFiV07cxYSNgsX73lUby85_4PABmpZHCgG5KIAvxI1T3eAIaAjXzEALw_wcB&hvadid=531796806651&hvdev=c&hvlocphy=9031842&hvnetw=g&hvqmt=e&hvrand=4751553076991824817&hvtargid=kwd-1389433264029&hydadcr=22561_10354862&keywords=complete+edtech+coach&qid=1668725611&sr=8-1
[5] https://adventmyfriend.com/
[5] https://oodlu.org/share-app/ScoreBoards
[4] https://votz.in/
[4] https://www.youtube.com/watch?v=C10l50wfUmo&feature=youtu.be


Top URLs in Tweet in G8:
[5] https://www.pbs.org/newshour/education/teaching-kids-about-thanksgiving-or-columbus-they-deserve-the-real-story
[4] https://www.facebook.com/AFTteach
[4] https://journeysinfilm.org/product/gabby-giffords-wont-back-down/
[3] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FAFTteach
[1] https://sharemylesson.com/teaching-resource/great-thanksgiving-listen-2022-educator-toolkit-402569
[1] https://myemail.constantcontact.com/Artemis-STEM-Learning-Pathway.html?soid=1131598650811&aid=Qxxq0WbkKSo
[1] https://sharemylesson.com/teaching-resource/american-indian-and-alaska-native-heritage-month-fun-facts-400169
[1] https://myemail.constantcontact.com/Artemis-STEM-Learning-Pathway.html?soid=1131598650811&aid=WF_c8z2hSLw
[1] https://sharemylesson.com/join
[1] https://sharemylesson.com/teaching-resource/thanksgiving-day-fun-facts-400168

Top URLs in Tweet in G9:
[5] https://teachbetter.com/blog/high-performing-school-teams-embrace-leadership/
[3] https://education.nsw.gov.au/teaching-and-learning/professional-learning/scan/past-issues/vol-41-2022/issue-7-2022
[3] http://melanielinktaylor.mzteachuh.org/2022/11/education-links-11222022.html?spref=tw#teaching
[3] http://melanielinktaylor.mzteachuh.org/2022/11/education-links-11232022.html?spref=tw#teaching
[2] https://ascdcommunity.ascd.org/discussion/362/lets-grow-our-twitter-pln#latest
[2] https://k12leaders.com/introducing-k12verified/
[2] http://melanielinktaylor.mzteachuh.org/2022/11/education-links-11182022.html?spref=tw#teaching
[2] http://melanielinktaylor.mzteachuh.org/2022/11/education-links-11202022.html?spref=tw#teaching
[2] http://melanielinktaylor.mzteachuh.org/2022/11/education-links-11212022.html?spref=tw#teaching
[2] https://www.teachermagazine.com/au_en/articles/cyberbullying-intervention-practical-considerations-for-teachers?utm_source=Social&utm_medium=Twitter&utm_campaign=SocialMedia

Top Domains
Top Domains in Tweet in Entire Graph:
[155] additudemag.com
[113] co.uk
[111] amazon.com
[111] twitter.com
[94] youtube.com
[90] oodlu.org
[85] blogspot.com
[55] edweek.org
[40] internet4classrooms.com
[37] k12dive.com

Top Domains in Tweet in G1:
[146] additudemag.com
[65] co.uk
[22] coolcatteacher.com
[9] playpartyplan.com
[7] tcea.org
[7] edublogs.org
[5] wordpress.com
[5] dianesweeney.com
[5] blogspot.com
[4] novakeducation.com

Top Domains in Tweet in G2:
[1] corwin.com

Top Domains in Tweet in G3:
[34] teq.com
[33] youtube.com
[22] rdene915.com
[21] twitter.com
[18] iblocks.com
[16] zoom.us
[16] apple.com
[15] viglink.com
[14] amazon.com
[13] edutopia.org

Top Domains in Tweet in G4:
[40] internet4classrooms.com
[28] twitter.com
[22] mradampe.com
[15] co.uk
[12] tweetedtimes.com
[12] iconohash.com
[9] newscientist.com
[8] freetech4teachers.com
[7] wordpress.com
[5] blogspot.com

Top Domains in Tweet in G5:
[2] chalkbeat.org
[1] hechingerreport.org
[1] gettingsmart.com
[1] teachertrap.com
[1] controlaltachieve.com
[1] blogspot.com
[1] twitter.com

Top Domains in Tweet in G6:
[6] amazon.com
[6] catlintucker.com
[1] edweb.net
[1] bit.ly
[1] apple.com
[1] ditchthattextbook.com
[1] co.uk

Top Domains in Tweet in G7:
[87] oodlu.org
[39] youtube.com
[27] tes.com
[16] popplet.com
[16] wonderexplorelearn.com
[13] edtechreview.in
[10] google.com
[9] amazon.com
[5] adventmyfriend.com
[5] schoolsims.com

Top Domains in Tweet in G8:
[11] sharemylesson.com
[7] facebook.com
[5] twitter.com
[5] journeysinfilm.org
[5] pbs.org
[4] edweek.org
[3] tandfonline.com
[2] constantcontact.com
[2] chalkbeat.org
[1] aft.org

Top Domains in Tweet in G9:
[22] mzteachuh.org
[8] ascd.org
[7] teachbetter.com
[5] teachermagazine.com
[3] gov.au
[2] twitter.com
[2] k12leaders.com
[2] iste.org
[2] danielhanrahan.com
[1] adobe.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3306] edchat
[815] education
[604] edtech
[495] k12
[364] learning
[253] teachers
[225] classroom
[211] edutwitter
[209] elemchat
[182] teaching



Top Hashtags in Tweet in G1:
[382] edchat
[229] learning
[172] education
[74] teacherlife
[69] skillbuilding
[45] k12
[30] classroom
[25] educoach
[24] teachers
[21] elemchat

Top Hashtags in Tweet in G2:
[28] edchat
[27] leadinclusion
[25] inclusion
[20] udl
[7] udlchat
[6] edleadership
[4] sel
[2] assessment
[2] edleaders
[2] specialeducation

Top Hashtags in Tweet in G3:
[397] edchat
[159] education
[141] edtech
[100] k12
[56] sel
[48] nyscate22
[35] edtechchat
[31] teachertwitter
[28] teaching
[27] learning

Top Hashtags in Tweet in G4:
[417] edchat
[43] education
[41] edtech
[35] reading
[32] elemchat
[27] ela
[26] physed
[26] langarts
[25] k12
[24] mschat

Top Hashtags in Tweet in G5:
[235] edchat
[208] k12
[165] classroom
[122] elemchat
[120] differentiation
[84] education
[74] teachers
[56] edleadership
[45] highered
[37] students

Top Hashtags in Tweet in G6:
[44] blendedlearning
[35] teachers
[34] edchat
[18] edutwitter
[17] education
[11] k12
[8] classroom
[7] ukedchat
[7] edchateu
[6] teaching

Top Hashtags in Tweet in G7:
[310] edchat
[202] edtech
[87] ukedchat
[86] education
[85] aussieed
[75] aqascience
[73] homeschooling
[72] homeschool
[71] nqtchat
[65] science

Top Hashtags in Tweet in G8:
[58] edchat
[14] filmoftheweek
[12] sschat
[11] thanksgiving
[11] bwel
[10] parents
[7] ilikeitbecause
[6] stem
[4] teachwithfilm
[4] mentalhealth

Top Hashtags in Tweet in G9:
[76] edchat
[29] edtech
[23] education
[22] mzteachuh
[22] sped
[18] k12
[7] edugladiators
[7] edadmin
[6] ascdemergingleaders
[6] edreform

Top Hashtags in Tweet in G10:
[76] edchat
[2] maslowbeforebloom
[2] teachers

Top Words
Top Words in Tweet in Entire Graph:
[3307] #edchat
[1185] students
[815] #education
[604] #edtech
[495] #k12
[463] leeannjung
[444] tcea
[416] classroom
[396] education
[372] learning

Top Words in Tweet in G1:
[403] tcea
[382] #edchat
[229] #learning
[172] #education
[159] students
[152] strategies
[146] additudemag
[146] 20
[146] adhd
[146] designed

Top Words in Tweet in G2:
[449] students
[397] leeannjung
[150] special
[133] education
[131] belong
[128] classroom
[123] place
[122] framework
[116] ieps
[112] teacher

Top Words in Tweet in G3:
[397] #edchat
[159] #education
[141] #edtech
[100] #k12
[92] learn
[85] students
[65] rdene915
[64] learning
[62] check
[61] more

Top Words in Tweet in G4:
[417] #edchat
[60] thanksgiving
[45] students
[43] more
[43] #education
[41] #edtech
[35] #reading
[33] learn
[32] #elemchat
[31] school

Top Words in Tweet in G5:
[235] #edchat
[208] #k12
[205] brain
[205] blast
[198] finleyt
[165] #classroom
[125] classroom
[122] #elemchat
[120] effective
[120] create

Top Words in Tweet in G6:
[120] catlin_tucker
[65] learning
[58] student
[58] students
[44] #blendedlearning
[35] model
[35] instructional
[35] put
[35] 5es
[35] #teachers

Top Words in Tweet in G7:
[311] #edchat
[202] #edtech
[91] #ukedchat
[86] #aussieed
[86] #education
[75] #aqascience
[73] #homeschooling
[72] #homeschool
[71] #nqtchat
[69] revision

Top Words in Tweet in G8:
[58] #edchat
[25] aftteach
[17] students
[16] sharemylesson
[16] back
[15] aftunion
[14] down
[14] gabby
[14] giffords
[14] #filmoftheweek

Top Words in Tweet in G9:
[76] #edchat
[43] ascd
[29] #edtech
[29] 2022
[27] education
[26] edsurge
[25] mindshiftkqed
[23] #education
[22] edutopia
[22] 11

Top Words in Tweet in G10:
[146] apart
[146] fall
[77] teachers
[76] #edchat
[74] fixingeducation
[73] still
[73] plan
[73] tacos
[73] love
[73] lesson

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[309] #education,#edchat
[274] brain,blast
[273] #edchat,#k12
[241] #edchat,#edtech
[172] leeannjung,students
[167] #edtech,#edchat
[155] strategies,designed
[155] additudemag,#education
[155] students,adhd
[155] special,education

Top Word Pairs in Tweet in G1:
[152] #education,#edchat
[146] designed,students
[146] students,adhd
[146] adhd,additudemag
[146] additudemag,#education
[146] 20,#learning
[146] #learning,strategies
[146] strategies,designed
[145] tcea,20
[90] ton,additional

Top Word Pairs in Tweet in G2:
[156] leeannjung,students
[131] students,belong
[131] special,education
[118] education,students
[116] students,students
[113] students,ieps
[112] belong,teacher
[112] ieps,special
[106] foundation,practices
[106] practices,put

Top Word Pairs in Tweet in G3:
[65] #education,#edchat
[64] #edtech,#edchat
[34] students,learn
[31] check,#edtech
[30] #edchat,#edtech
[30] #edchat,#k12
[28] truck,iblock
[28] design,specialty
[28] learn,more
[28] specialty,truck

Top Word Pairs in Tweet in G4:
[27] #edchat,#elemchat
[26] #langarts,#ela
[22] #mschat,#hschat
[22] #mradampe,#pegeeks
[22] #elemchat,#middlechat
[22] #pechat,#googleei
[22] #physed,#pechat
[22] #middlechat,#mschat
[20] #googleei,#googleet
[20] #pegeeks,#physed

Top Word Pairs in Tweet in G5:
[205] brain,blast
[155] #edchat,#k12
[120] #classroom,#differentiation
[120] centers,stations
[120] effective,classroom
[120] stations,brain
[120] #differentiation,#edchat
[120] classroom,centers
[120] blast,#classroom
[120] create,effective

Top Word Pairs in Tweet in G6:
[35] 5es,instructional
[35] instructional,model
[34] put,#blendedlearning
[34] online,learning
[34] aspects,person
[34] model,combine
[34] #blendedlearning,spin
[34] combine,best
[34] best,aspects
[34] spin,5es

Top Word Pairs in Tweet in G7:
[117] #edchat,#edtech
[79] #aussieed,#edchat
[72] #edtech,#homeschool
[65] #homeschool,#homeschooling
[64] #science,#nqtchat
[61] #ukedchat,#science
[54] #edchat,#aqascience
[50] #ittchat,#aussieed
[50] #nqtchat,#ittchat
[41] #aqascience,#revision

Top Word Pairs in Tweet in G8:
[14] #filmoftheweek,gabby
[14] gabby,giffords
[14] back,down
[13] giffords,back
[12] aftunion,aftteach
[10] share,product
[10] #edchat,#parents
[10] down,independent
[10] independent,learning
[10] product,#filmoftheweek

Top Word Pairs in Tweet in G9:
[22] edutopia,mindshiftkqed
[22] #sped,edutopia
[22] links,11
[22] #edtech,#education
[22] #education,#mzteachuh
[22] #edchat,#edtech
[22] #mzteachuh,#sped
[21] education,links
[20] mindshiftkqed,understoodorg
[20] teachthoughtpd,educationdive

Top Word Pairs in Tweet in G10:
[146] fall,apart
[73] sometimes,tacos
[73] plan,fall
[73] tacos,fall
[73] fixingeducation,teachers
[73] teachers,okay
[73] okay,lesson
[73] love,#edchat
[73] still,love
[73] apart,still

Top Replied-To
Top Replied-To in Entire Graph:
@kubo_robot
@shiftparadigm
@podnationpods
@innedco
@lieslmcconchie
@sparkfun
@lamatracie
@misshichak
@allianceintl
@rdene915

Top Replied-To in G3:
@kubo_robot
@innedco
@storyjumper
@sparkfun
@allianceintl
@finedchat
@timneedles
@edubabbie
@rdene915
@breakoutedu

Top Replied-To in G5:
@bali_maha

Top Replied-To in G7:
@sxswedu

Top Replied-To in G8:
@lamatracie
@ohioafterschool
@tomjenkinsstem

Top Mentioned
Top Mentioned in Entire Graph:
@leeannjung
@tcea
@finleyt
@additudemag
@catlin_tucker
@fixingeducation
@rdene915
@inner_drive
@e_sheninger
@matthiefield

Top Mentioned in G1:
@tcea
@additudemag
@inner_drive
@finleyt
@coolcatteacher
@leeannjung
@catlin_tucker
@larryferlazzo
@e_sheninger
@sweeneydiane

Top Mentioned in G2:
@leeannjung
@tcea

Top Mentioned in G3:
@rdene915
@geneinletford
@edumatchbooks
@smilelearning
@thriveinedu
@tomwhitby
@educatoralex
@digital_empower
@scoopit
@tomschimmerpod

Top Mentioned in G4:
@mradampe
@griffin_ot
@brainracers
@mseideman
@herrlarbig
@missnikkiin5th
@learningwr

Top Mentioned in G5:
@finleyt
@leeannjung
@rosaisiah
@tcea
@ericcurts
@drmarciatate
@loudlearning
@srashainfeld
@cbosley19
@wadestanford

Top Mentioned in G6:
@catlin_tucker
@leeannjung
@finleyt
@tcea
@kareemfarah23
@ditchthattxtbk
@inner_drive

Top Mentioned in G7:
@etwinningfrance
@oodlu_tweets
@kat_goyette
@teacherchalky1
@poppletapp
@forsanamerican
@floopedu
@youtube
@eyeearlyed

Top Mentioned in G8:
@aftteach
@aftunion
@sharemylesson
@journeysinfilm
@newshourextra
@educationweek
@gabbymovie
@nassp
@newshour
@drlatonyasibley

Top Mentioned in G9:
@mindshiftkqed
@edsurge
@edutopia
@understoodorg
@teachthoughtpd
@uscleader
@edsource
@educationweek
@ukedchat

Top Mentioned in G10:
@fixingeducation
@catlin_tucker
@tcea

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dichristine
@marshawright
@alhanda
@cybersecurityn8
@iartg
@lizditz
@celebrainltd
@o_fabriciosouza
@dev_discourse

Top Tweeters in G1:
@buzzfeed
@stressfreekids
@larryferlazzo
@piper_frank
@gcouros
@ivdacruz
@blubberycrest
@coolcatteacher
@r_1990npshskya
@timlriley

Top Tweeters in G2:
@abbyaug
@gregbjenkins
@downsynadvocacy
@rowerikw
@prakashwkamatpk
@shelleylaskin
@allisonrae2
@missfield5
@lspenceredd
@annadelconte

Top Tweeters in G3:
@education_24x7
@godfrey_g_
@vrretweeter
@nytimes
@starbucks
@iamdrwill
@gdorn1
@rdene915
@bookspotlight
@voxdotcom

Top Tweeters in G4:
@nick_chater
@teachercast
@iconohash
@herrlarbig
@s_bearden
@pennbat
@hmwdesign_bot
@fromcanada_org
@maryannreilly
@tesforteachers

Top Tweeters in G5:
@darlene35084473
@shellterrell
@jedikermit
@csp92204993
@bali_maha
@rosaisiah
@principalogg
@edtechsandyk
@goldenapplefoun
@mgeoghegan22

Top Tweeters in G6:
@vslost
@burgessdave
@kennygfrederick
@protectstudents
@jmattmiller
@cherie59789095
@andreahonigsfel
@vipulasharma1
@catlin_tucker
@mr_oldfield

Top Tweeters in G7:
@o_fabriciosouza
@ricardo_ik_ahau
@pythonroboto
@techcrunch
@teresaecapel
@edinburgh_forum
@markj_ohnson
@altomov
@ictevangelist
@stem_ai

Top Tweeters in G8:
@dichristine
@newshour
@rweingarten
@educationweek
@murari_kumawat_
@classroomtools
@heiressmommy
@lachategris
@smartwoman2019
@gwenckatz

Top Tweeters in G9:
@fastcompany
@ukedchat
@mzteachuh
@ainewsfeed
@presidentpat
@un
@edsurge
@curriculumblog
@edifiedlistener
@ascd

Top Tweeters in G10:
@procm2
@philcp69
@ayudaracrecer
@lauriecolacchio
@rodwilliams8
@nyathizane
@meg_gruber
@theprissyhen
@chuckglass
@tina_eq