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edchat_2023-01-16_03-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2023
Short Description:
edchat via NodeXL https://bit.ly/3H7WUWm
@tcea
@markj_ohnson
@leeannjung
@rdene915
@allaboutthepact
@jc_james_clark
@edutopia
@catlin_tucker
@paulenderle
@finleyt

Top hashtags:
#edchat
#edtech
#education
#teachers
#k12
#edutwitter
#school
#teaching
#teachertwitter

Description:
Description
The graph represents a network of 3,748 Twitter users whose recent tweets contained "edchat", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 11:36 UTC.

The tweets in the network were tweeted over the 1971-day, 2-hour, 6-minute period from Wednesday, 23 August 2017 at 22:54 UTC to Monday, 16 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3748
Unique Edges : 2829
Edges With Duplicates : 8031
Total Edges : 10860
Number of Edge Types : 9
Retweet : 2623
MentionsInRetweet : 3814
Mentions : 2158
Tweet : 1477
Quote : 143
MentionsInQuote : 130
Replies to : 150
MentionsInReplyTo : 361
MentionsInQuoteReply : 4
Self-Loops : 1852
Reciprocated Vertex Pair Ratio : 0.0373532550693703
Reciprocated Edge Ratio : 0.0720164609053498
Connected Components : 442
Single-Vertex Connected Components : 208
Maximum Vertices in a Connected Component : 2580
Maximum Edges in a Connected Component : 8356
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.498084
Graph Density : 0.000346061267370353
Modularity : 0.416771
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,748 Twitter users whose recent tweets contained "edchat", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 11:36 UTC.

The tweets in the network were tweeted over the 1971-day, 2-hour, 6-minute period from Wednesday, 23 August 2017 at 22:54 UTC to Monday, 16 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[78] http://teacheroffduty.com/why-your-lesson-plans-arent-working/
[44] https://qaspire.com/2021/01/11/on-being-a-heart-centered-leader/
[44] https://twitter.com/TCEA/status/1614238908530757632/photo/1
[30] https://www.youtube.com/watch?v=RUzMkLK4XbI

[30] https://junioreinsteinsscienceclub.com/
[28] https://twitter.com/TCEA/status/1614111568723066881/photo/1
[24] 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
[23] https://oodlu.org/
[20] https://blog.tcea.org/instructional-coach/
[17] https://blog.commlabindia.com/elearning-design/steps-content-chunking

Top URLs in Tweet in G1:
[16] 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
[16] https://www.gettingsmart.com/2023/01/10/12-ideas-to-try-in-2023/
[11] https://rockntheboat.com/2023/01/14/ask-3-then-chatgpt/
[8] https://www.amazon.com/Your-World-Language-Classroom-Person/dp/0367679132/ref=sr_1_1?dchild=1&qid=1632968367&refinements=p_27:Rachelle+Den%C3%A9+Poth&s=books&sr=1-1&text=Rachelle+Den%C3%A9+Poth
[7] https://www.edutopia.org/blog/22-powerful-closure-activities-todd-finley
[7] https://www.techlearning.com/news/best-technology-lessons-and-activities?utm_medium=social&utm_content=tech-learning&utm_source=twitter.com&utm_campaign=socialflow
[6] https://www.capstonepub.com/resources/blog
[6] https://www.eschoolnews.com/2023/01/12/avid-has-huge-benefits-for-high-school-students/?utm_content=234398506&utm_medium=social&utm_source=twitter&hss_channel=tw-27081171
[6] https://rdene915.com/2023/01/14/mtss-part-two-essential-components-of-mtss/
[6] https://www.edutopia.org/article/how-to-avoid-being-overwhelmed-by-technology-options

Top URLs in Tweet in G2:
[10] https://esheninger.blogspot.com/2021/05/tackling-status-quo.html
[10] https://twitter.com/E_Sheninger/status/1614291481283514368/photo/1
[6] https://esheninger.blogspot.com/2018/02/scaffolding-questions-to-develop-deeper.html
[4] https://twitter.com/talkreadsing/status/1612977214194073601/photo/1
[4] https://twitter.com/talkreadsing/status/1605998202351558656/photo/1
[3] https://esheninger.blogspot.com/2018/02/to-improve-outcomes-we-need-to-take.html
[3] https://www.youtube.com/watch?v=RUzMkLK4XbI

[2] https://www.edutopia.org/article/sel-students-sense-purpose/
[2] https://whyy.org/articles/new-jersey-education-media-literacy-skills/
[2] https://www.edutopia.org/article/building-culture-respects-teachers-and-reduces-stress/

Top URLs in Tweet in G3:
[77] http://teacheroffduty.com/why-your-lesson-plans-arent-working/
[42] https://qaspire.com/2021/01/11/on-being-a-heart-centered-leader/
[42] https://twitter.com/TCEA/status/1614238908530757632/photo/1
[24] https://www.youtube.com/watch?v=RUzMkLK4XbI

[24] https://twitter.com/TCEA/status/1614111568723066881/photo/1
[17] https://blog.tcea.org/instructional-coach/
[15] https://blog.commlabindia.com/elearning-design/steps-content-chunking
[15] https://twitter.com/TCEA/status/1614632753579827201/photo/1
[6] https://mariventurino.com/2017/10/13/daily-check-in-with-google-forms/
[4] https://twitter.com/TCEA/status/1613864440302125063/photo/1

Top URLs in Tweet in G4:
[5] https://www.tradewest.ca/
[5] https://iconohash.com:443/
[4] https://twitter.com/themrbarnesshow/status/1613227587995680768/photo/1
[4] https://twitter.com/S_eastwood/status/1613965601348935680/photo/1
[4] https://tweetedtimes.com/search/iKrips/en
[4] https://tweetedtimes.com/JodiMos
[4] https://twitter.com/hallsclass1/status/1612954036327809024/photo/1
[4] https://twitter.com/TeacherRetireU/status/1614372812696715265/photo/1
[4] https://twitter.com/educatorabroad/status/1613792131159658496/photo/1
[3] https://www.internet4classrooms.com/skill_builders/authors_purpose_language_arts_sixth_6th_grade.htm

Top URLs in Tweet in G5:
[4] https://twitter.com/USAFacts/status/1612467082205036545/photo/1
[4] https://twitter.com/JenWomble/status/1610133671805341696/photo/1
[2] https://fetc.org:443/
[2] https://www.the74million.org/article/in-pickens-county-every-day-is-play-day/
[1] https://www.futureoflearningsummit.com/facilitators
[1] https://usafacts.org/articles/which-states-are-the-most-educated/
[1] https://usafacts.org/articles/which-states-passed-laws-restricting-school-curriculum/
[1] https://twitter.com/USAFacts/status/1613214177270669312/photo/1
[1] https://twitter.com/kbeck_edu/status/1614369374579875840
[1] https://www.cbsnews.com/video/art-created-by-artificial-intelligence/

Top URLs in Tweet in G6:
[3] https://catlintucker.com/2023/01/shifting-to-student-led-discussions/
[2] https://twitter.com/philmcrae/status/1125787550700920834/photo/1
[1] https://twitter.com/Catlin_Tucker/status/1612645447536939009/photo/1
[1] https://catlintucker.com/2022/12/5es-mini-course/
[1] https://twitter.com/Catlin_Tucker/status/1612841984007323648/photo/1
[1] https://www.edsurge.com/news/2019-03-13-growth-over-grades-how-a-resubmit-policy-is-helping-us-build-a-culture-of-revision
[1] https://twitter.com/Catlin_Tucker/status/1613049337298157568/photo/1
[1] https://twitter.com/Catlin_Tucker/status/1612841855250489346/photo/1
[1] https://twitter.com/Catlin_Tucker/status/1613702417035427842/photo/1
[1] https://catlintucker.com/2022/12/repackaging-a-station-rotation/

Top URLs in Tweet in G7:
[4] https://twitter.com/SuptCFOToni/status/1613651550060285953/photo/1
[2] https://twitter.com/DoctorChungie/status/1612760069275353090/photo/1
[2] https://twitter.com/chrisclinewcps/status/1613535181217972227/photo/1
[1] https://twitter.com/classroomtools/status/1614319044676427776
[1] https://www.nytimes.com/2023/01/14/opinion/american-history-college-university-academia.html?unlocked_article_code=AAAAAAAAAAAAAAAACEIPuonUktbfqIhkSVUaBybSRdkhrxqAwvHKzaY9jXb4aSiUUipF1fVQCI-E_0rCaO9-Ydot0i6ARcNQdbYkTfB_y-5WeUxxTg3i6r21pKM4GQRn44SiQjFxmJvXQbEz9TKtMGPpcbgmz-D6sUmPan3tXPPUzSYgLAx6p8BlfFqg2nUNx6_GAfc1joclpYopBpF6QD4SNmLd77SzVUIIaJjRZQrc6wI3R-haRTnV-NaZ4L8Kew5YYknUGDI9uS1vrYMBZ65Eefr3PBUie8DhgL0OCW0OLImhApw5RIm8hKwl-A5ZdtqdlldqBUkLucxq&smid=nytcore-ios-share&referringSource=articleShare
[1] https://twitter.com/classroomtools/status/1612974396381237248
[1] https://www.the74million.org/article/new-federal-data-show-schools-limited-in-addressing-misbehavior/
[1] https://trib.al/uEqWfGg
[1] https://www.solutiontree.com/becoming-active-citizens.html
[1] https://twitter.com/ShawnMcCusker/status/1611379204586708993/photo/1

Top URLs in Tweet in G8:
[6] https://twitter.com/CBosley19/status/1614073482408591361/photo/1
[6] https://paper.li/stefras/1430721581
[2] https://twitter.com/drmarciatate/status/1612645388892127233/photo/1
[2] https://www.edtechreview.in/elearning/apps-that-help-boost-kids-language-skills/
[2] https://www.edtechreview.in/research/indian-edtech-funding-h2-2022-review/
[1] https://twitter.com/SusanColton2/status/1611758331890212867/photo/1
[1] https://twitter.com/SusanColton2/status/1612984025840246785/photo/1
[1] https://twitter.com/SusanColton2/status/1613280858370199581/photo/1
[1] https://twitter.com/SusanColton2/status/1613583339738529792/photo/1
[1] https://twitter.com/SusanColton2/status/1614079255893139457/photo/1

Top URLs in Tweet in G9:
[4] https://safelibraries.blogspot.com/2023/01/paw-prints-parental-advisory-warning.html
[2] https://paper.li/teachmama/1310737294?share_id=4668b350-8c81-11ed-ad57-fa163e65ae25
[1] https://twitter.com/RepChipRoy/status/1612895947738189824
[1] https://twitter.com/SexHarassed/status/1613691810362314753/photo/1
[1] https://twitter.com/libsoftiktok/status/1613623613156098049
[1] https://twitter.com/SexHarassed/status/1613690549827153920/photo/1
[1] https://twitter.com/SexHarassed/status/1611764897704022018/video/1
[1] https://twitter.com/MamaGrizzlyOrg/status/1611752030011551751
[1] https://twitter.com/luce_lexi/status/1583523259571908608
[1] https://twitter.com/RyanWaltersSupt/status/1613935055914549250

Top URLs in Tweet in G10:
[5] https://journeysinfilm.org/product/gabby-giffords-wont-back-down/
[3] http://gadflyonthewallblog.com/2017/08/23/who-is-responsible-for-student-achievement/
[2] https://www.edweek.org/leadership/opinion-female-equity-leaders-of-color-are-undervalued-and-undercut/2023/01
[2] https://www.gettingsmart.com/2022/09/01/what-is-culturally-responsive-cte/
[2] https://www.edweek.org/leadership/opinion-why-we-cant-escape-the-status-quo-in-education/2023/01
[2] https://www.edweek.org/leadership/opinion-3-reasons-your-district-needs-a-theory-of-change-for-equity-work/2022/12
[2] https://www.edsurge.com/news/2023-01-04-school-counselor-of-the-year-reflects-on-what-students-and-teachers-lost-and-gained-in-2022?utm_campaign=site&utm_content=share-14%20#edtech
[2] https://www.edweek.org/technology/vr-devices-collect-intimate-data-lack-privacy-protections-should-schools-invest/2022/11
[2] https://www.edweek.org/technology/with-chatgpt-teachers-can-plan-lessons-write-emails-and-more-whats-the-catch/2023/01
[1] https://hechingerreport.org/opinion-american-classrooms-urgently-need-more-tutors-so-why-not-mobilize-teachers-in-training/

Top Domains
Top Domains in Tweet in Entire Graph:
[1777] twitter.com
[342] paper.li
[98] youtube.com
[79] amazon.com
[78] teacheroffduty.com
[78] blogspot.com
[69] oodlu.org
[45] edutopia.org
[44] qaspire.com
[39] techlearning.com

Top Domains in Tweet in G1:
[398] twitter.com
[85] paper.li
[38] amazon.com
[37] techlearning.com
[34] edutopia.org
[28] mzteachuh.org
[27] gettingsmart.com
[19] ascd.org
[18] iblocks.com
[18] k12dive.com

Top Domains in Tweet in G2:
[75] twitter.com
[21] blogspot.com
[14] paper.li
[5] teq.com
[4] edutopia.org
[4] youtube.com
[3] actionableinnovations.global
[2] whyy.org
[2] the74million.org
[1] fortune.com

Top Domains in Tweet in G3:
[124] twitter.com
[77] teacheroffduty.com
[42] qaspire.com
[38] paper.li
[24] youtube.com
[19] tcea.org
[15] commlabindia.com
[8] definedlearning.com
[7] enrichingstudents.com
[6] mariventurino.com

Top Domains in Tweet in G4:
[193] twitter.com
[38] internet4classrooms.com
[16] blogspot.com
[12] youtube.com
[10] iconohash.com
[8] tweetedtimes.com
[7] paper.li
[7] co.uk
[5] tradewest.ca
[4] linkedin.com

Top Domains in Tweet in G5:
[44] twitter.com
[3] fetc.org
[3] forbes.com
[2] usafacts.org
[2] the74million.org
[2] paper.li
[1] futureoflearningsummit.com
[1] cbsnews.com
[1] eventbrite.com
[1] adobe.ly

Top Domains in Tweet in G6:
[11] twitter.com
[7] catlintucker.com
[3] google.com
[3] paper.li
[1] edsurge.com
[1] edutopia.org
[1] tcea.org
[1] event-wizard.com
[1] ab.ca
[1] rockntheboat.com

Top Domains in Tweet in G7:
[32] twitter.com
[7] nytimes.com
[2] engage2learn.org
[1] the74million.org
[1] trib.al
[1] solutiontree.com
[1] edutopia.org
[1] k12dive.com
[1] youtube.com
[1] npr.org

Top Domains in Tweet in G8:
[24] twitter.com
[18] paper.li
[9] edublogs.org
[8] edtechreview.in
[7] freetech4teachers.com
[6] wordpress.com
[3] newscientist.com
[3] openculture.com
[2] co.uk
[2] shakeuplearning.com

Top Domains in Tweet in G9:
[12] twitter.com
[8] paper.li
[4] blogspot.com
[2] youtube.com
[1] wftv.com

Top Domains in Tweet in G10:
[20] twitter.com
[11] edweek.org
[6] journeysinfilm.org
[5] hechingerreport.org
[3] edsurge.com
[3] paper.li
[3] edtechmagazine.com
[3] gadflyonthewallblog.com
[2] gettingsmart.com
[1] thejournal.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3183] edchat
[836] edtech
[639] education
[338] teachers
[293] k12
[247] edutwitter
[218] school
[216] teaching
[186] teachertwitter
[157] ukedchat



Top Hashtags in Tweet in G1:
[768] edchat
[391] edtech
[282] education
[124] k12
[90] teaching
[72] sel
[66] teachers
[61] teachertwitter
[60] teacher
[48] idiomas

Top Hashtags in Tweet in G2:
[184] edchat
[27] edutwitter
[19] leadinclusion
[18] inclusion
[15] edtech
[14] udl
[14] satchat
[12] disruptivethink
[9] pedagogy
[8] education

Top Hashtags in Tweet in G3:
[232] edchat
[43] cpchat
[42] teaching
[42] teacherlife
[42] leadership
[35] teachertwitter
[33] edtech
[29] learning
[25] educoach
[17] teachers

Top Hashtags in Tweet in G4:
[343] edchat
[60] education
[35] edtech
[21] ela
[20] langarts
[19] kinderchat
[18] 4thchat
[17] edutwitter
[16] 1stchat
[16] 2ndchat

Top Hashtags in Tweet in G5:
[45] edchat
[37] fetc
[34] edtech
[13] edutwitter
[7] teachers
[6] sisrocks
[5] education
[5] adobeeducreative
[5] ideacon
[5] tlap

Top Hashtags in Tweet in G6:
[18] edchat
[11] edutwitter
[7] education
[7] teaching
[7] blendedlearning
[3] discussion
[3] edtech
[2] edchateu
[2] ukedchat
[2] abed

Top Hashtags in Tweet in G7:
[41] edchat
[13] oodi
[12] finland
[12] education
[10] finnedchat
[10] finnisheducation
[9] suomi
[9] edchatmn
[5] edutwitter
[3] sschat

Top Hashtags in Tweet in G8:
[98] edchat
[27] edtech
[16] susancolton
[16] education
[8] catherinebosley
[7] elearning
[6] edtechchat
[6] teachers
[5] edutech
[5] educators

Top Hashtags in Tweet in G9:
[32] edchat
[29] librarians
[25] parenting
[25] moms
[25] dads
[7] groomers
[7] literacy
[6] pawprints
[2] uniteagainstbookbans
[2] freadom

Top Hashtags in Tweet in G10:
[67] edchat
[36] education
[25] edtech
[17] edleadership
[17] k12
[16] filmoftheweek
[11] teacher
[10] teachers
[8] eduleaders
[7] teachwithfilm

Top Words
Top Words in Tweet in Entire Graph:
[3185] #edchat
[836] #edtech
[757] students
[641] #education
[465] school
[452] time
[423] more
[379] learning
[338] #teachers
[312] use

Top Words in Tweet in G1:
[770] #edchat
[391] #edtech
[284] #education
[168] danacoledares
[124] #k12
[116] students
[102] learning
[94] daughter
[90] education
[90] #teaching

Top Words in Tweet in G2:
[214] leeannjung
[201] students
[184] #edchat
[148] time
[94] student
[65] education
[64] belong
[64] special
[61] one
[59] speaking

Top Words in Tweet in G3:
[232] tcea
[232] #edchat
[87] questions
[86] help
[81] working
[80] lesson
[79] plans
[78] #edu
[77] teacheroffduty
[77] asking

Top Words in Tweet in G4:
[343] #edchat
[60] #education
[40] more
[37] students
[36] school
[35] #edtech
[24] teachers
[24] teacher
[22] find
[22] work

Top Words in Tweet in G5:
[45] #edchat
[37] #fetc
[34] #edtech
[31] fetc
[26] jenwomble
[25] more
[21] teaching
[21] learn
[19] meet
[18] year

Top Words in Tweet in G6:
[91] catlin_tucker
[72] whole
[56] students
[53] trying
[53] tired
[53] unsuccessfully
[53] front
[53] engage
[53] room
[53] discussion

Top Words in Tweet in G7:
[41] #edchat
[27] great
[27] teaching
[25] using
[24] focusing
[24] chatgpt
[23] integrating
[23] ve
[23] article
[23] gifted

Top Words in Tweet in G8:
[98] #edchat
[27] #edtech
[24] drmarciatate
[22] moment
[18] school
[18] step
[16] #susancolton
[16] #education
[15] susancolton2
[15] time

Top Words in Tweet in G9:
[71] school
[57] sexharassed
[32] #edchat
[29] #librarians
[26] being
[25] #moms
[25] #parenting
[25] #dads
[24] american
[22] library

Top Words in Tweet in G10:
[67] #edchat
[37] learning
[36] #education
[30] students
[28] article
[26] matthiefield
[25] #edtech
[17] teachers
[17] #edleadership
[17] down

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[305] #edtech,#edchat
[233] #edchat,#edtech
[150] #education,#edchat
[142] #edchat,#education
[120] teacherffb,soo
[120] fantastic,voice
[120] win,fantastic
[120] printer,teacherffb
[120] label,printer
[120] competition,time

Top Word Pairs in Tweet in G1:
[135] #edtech,#edchat
[86] #edchat,#edtech
[72] #education,#edchat
[52] howdareyoudana,danacoledares
[48] cfpidiomas,available
[48] #idiomas,#edtech
[48] recursos,#idiomas
[48] #edtech,cfpidiomas
[44] #edchat,#education
[40] #edchat,#k12

Top Word Pairs in Tweet in G2:
[64] students,belong
[61] leeannjung,students
[50] validated,call
[50] belong,validated
[50] call,students
[50] referring,special
[50] students,referring
[49] special,educa
[40] extended,time
[39] accommodation,extended

Top Word Pairs in Tweet in G3:
[78] lesson,plans
[77] questions,help
[77] plans,working
[77] help,teacheroffduty
[77] asking,yourself
[77] working,asking
[77] yourself,questions
[76] tcea,lesson
[76] teacheroffduty,#edu
[43] tnvora,#edchat

Top Word Pairs in Tweet in G4:
[20] #langarts,#ela
[17] #edtech,#edchat
[17] #edchat,#education
[14] #kchat,#kinderchat
[12] #3rdchat,#4thchat
[12] #5thchat,#6thchat
[12] #4thchat,#5thchat
[11] #kinderchat,#1stchat
[10] #1stchat,#2ndchat
[10] learn,more

Top Word Pairs in Tweet in G5:
[14] learn,more
[13] countdown,#fetc
[12] teaching,gender
[12] gender,identity
[12] identity,sexual
[12] orientation,learn
[12] 2022,three
[12] states,restricted
[12] schools,teaching
[12] days,until

Top Word Pairs in Tweet in G6:
[53] shifting,whole
[53] front,room
[53] unsuccessfully,engage
[53] discussion,shifting
[53] tired,standing
[53] trying,unsuccessfully
[53] engage,students
[53] room,trying
[53] students,discussion
[53] standing,front

Top Word Pairs in Tweet in G7:
[24] using,chatgpt
[23] focusing,integrating
[23] educator,focusing
[23] ve,gifted
[23] chatgpt,educator
[23] great,article
[23] integrating,teaching
[23] article,using
[23] teaching,ve
[22] delta_cephei,great

Top Word Pairs in Tweet in G8:
[15] #susancolton,#edchat
[13] take,time
[13] remind,yourself
[13] pause,moment
[13] time,remind
[13] anxious,pause
[13] moment,take
[13] feel,stressed
[13] start,feel
[13] stressed,anxious

Top Word Pairs in Tweet in G9:
[25] #moms,#dads
[25] #parenting,#moms
[22] #dads,#edchat
[21] american,library
[21] library,association
[19] sexharassed,school
[14] awarded,#librarians
[14] years,being
[14] safe,high
[14] libsoftiktok,kckschools

Top Word Pairs in Tweet in G10:
[18] #education,#edchat
[15] #filmoftheweek,gabby
[15] gabby,giffords
[15] back,down
[12] giffords,back
[11] article,provides
[11] students,recent
[11] chatgpt,educate
[11] teachers,use
[11] recent,article

Top Replied-To
Top Replied-To in Entire Graph:
@danacoledares
@tomwhitby
@dennisdill
@mrterborg
@harveyalvy1
@pvhstap
@giftedtawk
@vgilbert3
@markvukovic
@mrtubach

Top Replied-To in G1:
@danacoledares
@dennisdill
@harveyalvy1
@tomwhitby
@vgilbert3
@mrtubach
@bloomzapp
@hebisd
@woodsforsuper
@walkercoschools

Top Replied-To in G2:
@mrterborg
@tomwhitby
@classroomtools
@cronycle
@jschuler2
@shiftparadigm
@markvukovic
@dennisdill
@edweekscavanagh
@e_sheninger

Top Replied-To in G5:
@merlynmind
@gladejeff
@docj4schools
@hollyclarkedu
@jenallee1
@jenwomble

Top Replied-To in G6:
@jostroff2

Top Replied-To in G7:
@tomwhitby
@solutiontree
@drbradjohnson
@leeannjung

Top Replied-To in G9:
@libsoftiktok
@wftv

Top Replied-To in G10:
@teachersjourney
@region5cc

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@leeannjung
@teacherffb
@catlin_tucker
@hwrk_magazine
@danacoledares
@teacheroffduty
@howdareyoudana
@finleyt
@rdene915

Top Mentioned in G1:
@danacoledares
@howdareyoudana
@rdene915
@cfpidiomas
@edutopia
@getting_smart
@k12divenews
@edumatchbooks
@ascd
@paulenderle

Top Mentioned in G2:
@leeannjung
@tomwhitby
@e_sheninger
@shiftparadigm
@dennisdill
@mrterborg
@alicekeeler
@harveyalvy1
@insightadvance
@tcea

Top Mentioned in G3:
@tcea
@teacheroffduty
@tnvora
@elmagazine
@jaymctighe
@tonyfrontier
@commlabindia
@catlin_tucker
@leeannjung
@msventurino

Top Mentioned in G4:
@learnauf
@edu_xp1
@effortfuleduktr
@iernwill
@theescatologist
@birdwriter7
@imaginativeplay
@e__spaces
@humrespro

Top Mentioned in G5:
@fetc
@jenwomble
@jlubinsky
@usafacts
@adobeexpress
@forbes
@sisgeckos
@leeannjung
@ldh_ed

Top Mentioned in G6:
@catlin_tucker
@torreytrust
@tcea
@philmcrae
@amherstcollege
@mckinsey
@edsurge
@leeannjung
@stevesingapore
@googlemaps

Top Mentioned in G7:
@delta_cephei
@doctorchungie
@nytimes
@engage_learning
@mscsk12
@shawnmccusker
@leeannjung
@johnsonmaryj
@mhtalbut
@joetabhistory

Top Mentioned in G8:
@drmarciatate
@susancolton2
@cbosley19
@etr_in
@nick_chater
@jenniferagates
@misterdebuono
@mathisvisual
@shakeuplearning
@cdwcorp

Top Mentioned in G9:
@sexharassed
@kckschools
@alalibrary
@libsoftiktok
@mamagrizzlyorg
@livepositivity
@lifeofdadshow
@chrishadfieldsc
@lilagracerose
@daviddaleiden

Top Mentioned in G10:
@matthiefield
@teachersjourney
@journeysinfilm
@artcoaching
@babygo2014
@chaneycoaching
@lovegoldenheart
@gabbymovie
@gabbygiffords
@edtech_k12

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jurylady5
@hrblock_21
@iartg
@mulher_noticia
@celebrainltd
@birdwriter7
@guardian
@googleexpertuk
@ebooklingo

Top Tweeters in G1:
@sectest9
@coachweaver3
@taevisionceo
@juandoming
@fastcompany
@microsoftflip
@iamdrwill
@mzteachuh
@larryferlazzo
@mssackstein

Top Tweeters in G2:
@kaceykells
@alicekeeler
@greentechdon
@shiftparadigm
@coachddukes87
@mianseh
@drtao
@rowerikw
@blocht574
@alexanderrusso

Top Tweeters in G3:
@bar_zie
@enderton_justin
@thartman2u
@jeffrisdon
@stem_ai
@rondelle10_b
@gcouros
@laura_a_diaz
@joetalkshow
@cecilia_bocking

Top Tweeters in G4:
@birdwriter7
@eraser
@lookforsun
@iconohash
@mguhlin
@2011teacher
@worldlillie
@hmwdesign_bot
@julnilsmith
@dubioseducator

Top Tweeters in G5:
@jurylady5
@sueleugers
@procm2
@gawlinskilaura
@forbes
@leftboomer
@dianadi58
@mr_isaacs
@childofgodlu9
@jmattmiller

Top Tweeters in G6:
@googlemaps
@cathyfarrow1
@teachwellall
@googledrive
@mckinsey
@catlin_tucker
@lindadfrank1
@patri2412
@lisateachestech
@cudy_id

Top Tweeters in G7:
@nytimes
@weirmb
@nytopinion
@classroomtools
@sosprachmarsu
@vtjawo
@natashainoz
@pvesterbacka
@solutiontree
@suvisal0

Top Tweeters in G8:
@nick_chater
@raehanbobby
@dougpete
@ojibray
@sachatb
@darlene35084473
@divergentcio
@esl_fairy
@jenniferagates
@madscientist

Top Tweeters in G9:
@rl26va
@wftv
@sexharassed
@livepositivity
@momagainstmedia
@maureen96298305
@deplorabear
@ccwriter
@lindastein22
@jamesfriedman73

Top Tweeters in G10:
@mulher_noticia
@pkanagaratnam
@cnn
@jeanettejoy
@lovegoldenheart
@ucloudifyai
@murari_kumawat_
@stevensinger3
@badassteachersa
@stpstservices