edchat, Twitter, 12/26/2022 2:57:57 PM, 287004


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edchat_2022-12-26_03-30-01.xlsx
edchat_2022-12-26_03-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 26, 2022
Short Description:
edchat via NodeXL https://bit.ly/3vjiOiI
@tcea
@allaboutthepact
@fixingeducation
@jc_james_clark
@rdene915
@markj_ohnson
@teacher2teacher
@catlin_tucker
@leeannjung
@finleyt

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

Description:
Description
The graph represents a network of 4,675 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, 26 December 2022 at 11:40 UTC.

The requested start date was Monday, 26 December 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 11-day, 6-hour, 29-minute period from Wednesday, 14 December 2022 at 18:15 UTC to Monday, 26 December 2022 at 00:45 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 : 4675
Unique Edges : 2831
Edges With Duplicates : 11897
Total Edges : 14728
Number of Edge Types : 5
MentionsInRetweet : 5385
Mentions : 2672
Retweet : 4144
Tweet : 2452
Replies to : 75
Self-Loops : 2601
Reciprocated Vertex Pair Ratio : 0.034344111241414
Reciprocated Edge Ratio : 0.0664075153871072
Connected Components : 493
Single-Vertex Connected Components : 274
Maximum Vertices in a Connected Component : 3520
Maximum Edges in a Connected Component : 12193
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.790362
Graph Density : 0.000282550644251165
Modularity : 0.386225
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,675 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, 26 December 2022 at 11:40 UTC.

The requested start date was Monday, 26 December 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 11-day, 6-hour, 29-minute period from Wednesday, 14 December 2022 at 18:15 UTC to Monday, 26 December 2022 at 00:45 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:
[154] https://www.smore.com/fmdva-woodstock-images
[104] https://kindermooney.blogspot.com/2019/12/teachers-winter-break-checklist.html
[52] https://oodlu.org/
[49] https://www.internet4classrooms.com/christmas.htm
[47] 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
[40] 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
[33] https://junioreinsteinsscienceclub.com/
[33] https://www.internet4classrooms.com/hanukkah.htm
[31] https://anethicalisland.wordpress.com/2013/03/28/please-i-need-you-to-participate/
[30] https://blog.teacherspayteachers.com/faqs-learning-goals-learning-targets/

Top URLs in Tweet in G1:
[5] https://kindermooney.blogspot.com/2019/12/teachers-winter-break-checklist.html
[1] https://www.tiktok.com/@twinkl_beyond/video/7177701163473620229?is_copy_url=1&is_from_webapp=v1
[1] https://studyfinds.org/autumn-birthdays-adhd-drugs/

Top URLs in Tweet in G2:
[140] https://www.smore.com/fmdva-woodstock-images
[94] https://kindermooney.blogspot.com/2019/12/teachers-winter-break-checklist.html
[29] https://anethicalisland.wordpress.com/2013/03/28/please-i-need-you-to-participate/
[25] https://blog.teacherspayteachers.com/faqs-learning-goals-learning-targets/
[15] http://www.imamusictherapist.com/six-mechanisms-for-emotion-induction/
[8] https://rnnetwork.com/blog/infographic-anatomy-great-meeting/
[7] https://spencerauthor.com/seven-teacher-tested-strategies-for-finding-renewal-on-your-winter-break/
[6] https://convention.tcea.org/
[5] https://smartclassroommanagement.com/2022/12/09/classroom-management-success-key/
[5] https://www.hollyclark.org/2022/01/04/using-an-explore-board-in-the-classroom/

Top URLs in Tweet in G3:
[52] https://oodlu.org/
[49] https://www.internet4classrooms.com/christmas.htm
[33] https://www.internet4classrooms.com/hanukkah.htm
[29] 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
[21] https://oodlu.org
[13] 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
[11] https://www.rdene915.com/
[11] https://www.edutopia.org/article/how-to-avoid-being-overwhelmed-by-technology-options
[9] https://www.gettingsmart.com/2022/11/28/making-time-to-reflect/
[7] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link

Top URLs in Tweet in G4:
[9] https://therobbreviewblog.com/
[8] https://faigemeller.wordpress.com/2022/12/17/power-of-books/
[6] https://teachbetter.com/blog/buy-in-vs-collective-commitments/
[5] https://www.surveymonkey.com/r/ASCDMCpartay
[4] https://ascdcommunity.ascd.org
[4] https://www.learninglist.com/do-your-instructional-materials-support-and-reinforce-questioning-that-promotes-critical-thinking/
[3] https://teachbetter.com/blog/leading-with-questions/
[3] https://teachbetter.com/blog/inclusive-schools-does-your-classroom-support-introverts/
[3] https://www.bamradionetwork.com/track/school-break-holiday-habits-that-minimize-stress-and-maximize-joy/
[3] https://podcasts.apple.com/us/podcast/the-school-leaders-podcast/id1636237933

Top URLs in Tweet in G5:
[11] https://tweetedtimes.com/search/iKrips/en
[11] https://tweetedtimes.com/JodiMos
[11] https://iconohash.com:443/
[10] https://www.tradewest.ca/
[5] https://invol.co/clfca64?url=https%3A%2F%2Fwww.tripadvisor.com%2FAttraction_Review-g60745-d142762-Reviews-Beacon_Hill-Boston_Massachusetts.html%2F#%2Fmedia-atf%2F142762%2F%3Falbumid%3D-160%26type%3D0%26category%3D-160
[4] https://www.insidehighered.com/news/2022/12/15/colleges-start-new-programs
[4] https://www.awin1.com/cread.php?awinmid=20758&awinaffid=1044257&platform=sl&ued=https://www.canvaschamp.com
[3] https://www.awin1.com/cread.php?awinmid=31732&awinaffid=1044257&platform=sl&ued=https://www.yooladesign.com/
[2] http://www.wphillips.com
[2] https://cattsireland.com/onlinetraining/courses/speech-sound-disorders-101/

Top URLs in Tweet in G6:
[5] https://www.smore.com/fmdva-woodstock-images
[5] https://podcasts.apple.com/us/podcast/control-the-chaos-edu/id1608364842
[2] https://anethicalisland.wordpress.com/2013/03/28/please-i-need-you-to-participate/
[2] https://docs.google.com/presentation/d/16wQfC3NMwOrE93V8FYhnkrIiHhWlKT2Rs6b-S5GRlh0/edit#slide=id.ga073618e60_0_31
[2] https://blogs.loc.gov/teachers/2022/12/african-americans-and-the-formation-of-national-parks-the-story-of-charles-young/?loclr=twtea
[2] https://landing.mailerlite.com/webforms/landing/o7e9z8
[1] https://twitter.com/sahilbloom/status/1605188800098947072
[1] https://twitter.com/teacher2teacher/status/1582114546051067905
[1] https://www.amazon.com/dp/1778290272
[1] https://twitter.com/BehaviorFlip/status/1243360396485877762

Top URLs in Tweet in G7:
[11] 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
[5] https://www.evolvingeducators.com/blog
[3] https://www.propublica.org/article/gallup-mckinley-schools-native-student-discipline
[3] https://alexandrarobbins.com/teachers/
[3] https://www.k12dive.com/news/mental-health-supports-school-based-programs/638691/
[3] https://www.k12dive.com/news/districts-families-more-meal-debt/638975/
[2] https://www.cpr.org/2022/12/13/colorado-pandemic-schools-math-skills/
[2] https://www.the74million.org/article/miles-ahead-of-other-districts-using-new-dashboard-st-paul-tracks-learning-recovery-spending-and-adjusts-programs-on-the-fly/
[2] https://thehill.com/homenews/state-watch/3778576-kentucky-supreme-court-rules-state-school-choice-law-unconstitutional/
[2] https://catlintucker.com/2022/12/repackaging-a-station-rotation/

Top URLs in Tweet in G8:
[1] https://www.teq.com/browse/stem-technologies/squishy-circuits/?utm_content=231893116&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/festive-steam-challenges/?utm_content=231519410&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/holiday-activities-pixton/?utm_content=231748896&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/browse/stem-technologies/fork-farms/?utm_content=231721555&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/browse/stem-technologies/fork-farms/?utm_content=231721556&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/social-giveaway-2022/?hsCtaTracking=92a3f044-c868-4334-91db-9844a503b4d7%7C07d32aa4-d904-406a-a0dd-d40f136d6a6e&utm_content=232007467&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/browse/stem-technologies/fork-farms/?utm_content=231721558&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/browse/stem-technologies/fork-farms/?utm_content=231721562&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/browse/stem-technologies/fork-farms/?utm_content=231721565&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544
[1] https://www.teq.com/browse/stem-technologies/fork-farms/?utm_content=231721567&utm_medium=social&utm_source=twitter&hss_channel=tw-986241289724268544

Top URLs in Tweet in G9:
[2] https://www.tiktok.com/@leeannjung/video/7179275378467392810?is_from_webapp=1&sender_device=pc&web_id=7179263405919307306
[2] https://www.conklinep.com/subcommunities
[2] https://www.iss.edu/wp-content/uploads/ISS-DC-2023-Agenda.pdf
[2] https://www.youtube.com/watch?v=QqrXgouM9h4&feature=youtu.be

[1] https://mailchi.mp/leadinclusion/new-book-coming-january-2023-seen-heard-valued-15747734
[1] https://reimaginedschools.com/?p=1633&utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://reimaginedschools.com/?p=282&utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://reimaginedschools.com/?p=365&utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://twitter.com/ISSCommunity/status/1604100853912199168
[1] https://open.spotify.com/show/2Bk5mO3z4sH2blezjAoNLp?si=fbeea2b056a846f2

Top URLs in Tweet in G10:
[7] http://adathestem.com
[7] https://youtu.be/GmkhPhiT2z0
[3] https://catlintucker.com/2022/12/chatgpt-disruptive-tech/
[3] https://podcasts.apple.com/us/podcast/disruptive-technology-chatgpt-and-education/id1485751335?i=1000589911542
[2] https://catlintucker.com/2022/12/repackaging-a-station-rotation/
[2] https://catlintucker.com/2022/12/faq-station-rotation-model/
[1] https://catlintucker.com/2022/11/info-transfer-to-student-discovery/
[1] https://catlintucker.com/2022/08/sel-self-management/
[1] https://catlintucker.com/2022/08/sel-responsible-decisions/
[1] https://catlintucker.com/2022/08/sel-relationship-skills/

Top Domains
Top Domains in Tweet in Entire Graph:
[205] twitter.com
[196] blogspot.com
[154] smore.com
[152] oodlu.org
[151] amazon.com
[113] youtube.com
[82] internet4classrooms.com
[66] junioreinsteinsscienceclub.com
[64] techlearning.com
[60] ascd.org

Top Domains in Tweet in G1:
[5] blogspot.com
[1] tiktok.com
[1] studyfinds.org

Top Domains in Tweet in G2:
[140] smore.com
[94] blogspot.com
[29] wordpress.com
[25] teacherspayteachers.com
[15] imamusictherapist.com
[10] tcea.org
[8] spencerauthor.com
[8] rnnetwork.com
[7] cnn.com
[6] goodnewsnetwork.org

Top Domains in Tweet in G3:
[152] oodlu.org
[82] internet4classrooms.com
[44] amazon.com
[40] mradampe.com
[38] mzteachuh.org
[24] edutopia.org
[24] youtube.com
[22] twitter.com
[22] iblocks.com
[21] eschoolnews.com

Top Domains in Tweet in G4:
[47] ascd.org
[22] twitter.com
[18] teachbetter.com
[13] youtube.com
[9] therobbreviewblog.com
[9] wordpress.com
[8] learninglist.com
[8] bamradionetwork.com
[6] edutopia.org
[6] apple.com

Top Domains in Tweet in G5:
[40] twitter.com
[36] anrdoezrs.net
[22] tweetedtimes.com
[22] iconohash.com
[14] amazon.com
[12] blogspot.com
[11] awin1.com
[10] tradewest.ca
[7] ed.gov
[7] google.com

Top Domains in Tweet in G6:
[12] twitter.com
[7] achievethecore.org
[6] loc.gov
[5] smore.com
[5] apple.com
[4] blogspot.com
[3] google.com
[2] wordpress.com
[2] amazon.com
[2] definedlearning.com

Top Domains in Tweet in G7:
[29] k12dive.com
[13] twitter.com
[11] amazon.com
[8] medium.com
[7] humanrestorationproject.org
[6] edtechmagazine.com
[5] evolvingeducators.com
[4] k12prospects.com
[4] youtube.com
[4] historyview.org

Top Domains in Tweet in G8:
[29] teq.com
[2] edutopia.org
[2] blogspot.com
[1] makewonder.com
[1] tweetedtimes.com
[1] youtube.com
[1] teacherspayteachers.com
[1] ditchthattextbook.com
[1] smore.com
[1] makeymakey.com

Top Domains in Tweet in G9:
[3] reimaginedschools.com
[2] tiktok.com
[2] conklinep.com
[2] iss.edu
[2] youtube.com
[1] mailchi.mp
[1] twitter.com
[1] spotify.com
[1] danielhanrahan.com

Top Domains in Tweet in G10:
[13] catlintucker.com
[7] adathestem.com
[7] youtu.be
[3] apple.com
[1] co.uk
[1] inspiringstem.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5096] edchat
[1087] education
[995] edtech
[639] teaching
[490] k12
[371] edutwitter
[362] teachers
[340] teachertwitter
[288] teacherlife
[272] school



Top Hashtags in Tweet in G1:
[272] edchat
[37] teachers
[29] schools
[24] educators
[8] edutwitter
[7] education
[6] disrespect
[6] teacherlife
[6] ukedchat
[6] teachertwitter

Top Hashtags in Tweet in G2:
[582] edchat
[236] teacherlife
[218] teaching
[51] teachertwitter
[41] edutwitter
[36] k12
[30] education
[29] positivity
[29] edu
[24] learning

Top Hashtags in Tweet in G3:
[822] edchat
[540] edtech
[369] education
[156] teaching
[125] homeschool
[120] sel
[115] homeschooling
[112] edtechchat
[73] k12
[73] elemchat

Top Hashtags in Tweet in G4:
[381] edchat
[56] ukedchat
[54] aussieed
[49] nqtchat
[45] k12
[43] aqascience
[42] science
[39] ittchat
[31] edleadership
[30] edadmin

Top Hashtags in Tweet in G5:
[518] edchat
[53] education
[46] edtech
[30] teachers
[28] teachertwitter
[24] highschool
[22] teaching
[21] learning
[16] edutwitter
[14] students

Top Hashtags in Tweet in G6:
[124] edchat
[85] teachertwitter
[36] edutwitter
[20] educoach
[18] controlchaosedu
[18] teacherresources
[16] growthmindset
[15] themagicofgrowthmindset
[11] edtech
[10] teacherlife

Top Hashtags in Tweet in G7:
[176] edchat
[134] k12
[44] edtech
[36] education
[14] stem
[12] teachers
[12] edpolicy
[11] teacher
[11] learning
[11] edcolo

Top Hashtags in Tweet in G8:
[180] edchat
[105] k12
[104] education
[102] teaching
[99] lessons
[34] ukedchat
[27] sltchat
[24] edtech
[15] womened
[5] wellbeing

Top Hashtags in Tweet in G9:
[54] edchat
[22] leadinclusion
[16] inclusion
[15] udl
[12] education
[8] atassessment
[7] issedu
[6] sblchat
[6] tg2chat
[5] assessment

Top Hashtags in Tweet in G10:
[45] education
[34] edchat
[34] chatgpt
[20] edutwitter
[19] blendedlearning
[7] edtech
[7] adasarmy
[7] womeninstem
[5] teachertwitter
[4] edchateu

Top Words
Top Words in Tweet in Entire Graph:
[5096] #edchat
[1248] students
[1087] #education
[995] #edtech
[831] school
[689] teachers
[662] more
[639] #teaching
[601] learning
[550] tcea

Top Words in Tweet in G1:
[500] fixingeducation
[272] #edchat
[262] teachers
[155] students
[153] biggest
[145] teacher
[142] student
[141] disability
[141] everyone
[141] makes

Top Words in Tweet in G2:
[582] #edchat
[473] tcea
[291] thinking
[236] #teacherlife
[218] #teaching
[145] woodard_julie
[108] one
[99] need
[95] #tea
[94] checklist

Top Words in Tweet in G3:
[822] #edchat
[540] #edtech
[369] #education
[156] #teaching
[127] #homeschool
[120] #sel
[117] learning
[115] #homeschooling
[112] #edtechchat
[100] students

Top Words in Tweet in G4:
[381] #edchat
[112] learning
[106] ascd
[91] great
[85] students
[61] elmagazine
[57] skills
[56] #ukedchat
[54] #aussieed
[53] here's

Top Words in Tweet in G5:
[518] #edchat
[64] students
[62] best
[55] school
[53] #education
[46] #edtech
[43] visit
[43] 100
[41] usa
[41] more

Top Words in Tweet in G6:
[124] #edchat
[103] teacher2teacher
[85] #teachertwitter
[64] student
[57] achievethecore
[50] one
[48] give
[47] try
[47] engagement
[46] swaps

Top Words in Tweet in G7:
[176] #edchat
[134] #k12
[77] school
[44] #edtech
[42] humrespro
[42] schools
[38] education
[36] students
[36] #education
[35] educators

Top Words in Tweet in G8:
[180] #edchat
[128] students
[107] blast
[107] brain
[105] #k12
[104] #education
[104] strategies
[103] engaging
[102] finleyt
[102] #teaching

Top Words in Tweet in G9:
[138] leeannjung
[138] students
[65] student
[54] #edchat
[43] iep
[42] grading
[40] special
[36] significant
[32] time
[31] many

Top Words in Tweet in G10:
[86] catlin_tucker
[45] #education
[41] students
[34] #edchat
[34] #chatgpt
[33] talking
[30] social
[30] impact
[29] rotation
[29] station

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[439] #edchat,#edtech
[270] #education,#edchat
[255] #edchat,#education
[223] #teacherlife,#edchat
[219] #edtech,#edchat
[219] #teaching,#edchat
[160] thinking,thinking
[153] woodard_julie,#teaching
[153] thinking,woodard_julie
[151] tcea,thinking

Top Word Pairs in Tweet in G1:
[141] break,time
[141] disability,enjoys
[141] time,everyone
[141] makes,sure
[141] student,disability
[141] teacher,makes
[141] sure,student
[141] everyone,#edchat
[141] enjoys,break
[140] fixingeducation,teacher

Top Word Pairs in Tweet in G2:
[196] #teacherlife,#edchat
[169] #teaching,#edchat
[145] thinking,thinking
[140] woodard_julie,#teaching
[140] thinking,woodard_julie
[138] tcea,thinking
[94] complete,kinder
[94] need,complete
[94] kinder,mooneys
[94] definitely,need

Top Word Pairs in Tweet in G3:
[298] #edchat,#edtech
[132] #education,#edchat
[125] #edtech,#homeschool
[115] #homeschool,#homeschooling
[111] #edtech,#edchat
[62] #education,#edtech
[56] #edtech,#education
[51] #mschat,#hschat
[44] #edchat,#elemchat
[42] #sel,#edtech

Top Word Pairs in Tweet in G4:
[47] #aussieed,#edchat
[42] #ukedchat,#science
[42] #science,#nqtchat
[39] professional,learning
[38] ascd,professional
[35] learning,community
[32] #ittchat,#aussieed
[32] #nqtchat,#ittchat
[30] here's,today's
[27] mock,exams

Top Word Pairs in Tweet in G5:
[41] 100,best
[41] places,visit
[41] best,places
[41] visit,usa
[18] #edchat,#edtech
[16] #education,#edchat
[16] #edtech,#edchat
[13] check,blog
[13] #edchat,#education
[11] report,ready

Top Word Pairs in Tweet in G6:
[47] student,engagement
[46] achievethecore,#teachertwitter
[46] struggling,student
[46] engagement,give
[46] one,language
[46] give,one
[46] language,swaps
[46] swaps,try
[46] try,achievethecore
[45] teacher2teacher,struggling

Top Word Pairs in Tweet in G7:
[47] #edchat,#k12
[24] #k12,#edchat
[15] high,school
[14] #edtech,#edchat
[13] ascd,professional
[12] restorative,practice
[12] public,schools
[12] moines,public
[12] ended,contract
[12] happened,moines

Top Word Pairs in Tweet in G8:
[107] brain,blast
[99] blast,#edchat
[99] #edchat,#education
[99] #education,#lessons
[99] #lessons,#teaching
[99] beginning,lesson
[99] engaging,students
[99] lesson,brain
[99] students,beginning
[99] #teaching,#k12

Top Word Pairs in Tweet in G9:
[41] leeannjung,students
[29] students,belong
[27] students,referring
[27] belong,validated
[27] validated,call
[27] referring,special
[27] call,students
[26] significant,need
[25] special,educa
[21] many,students

Top Word Pairs in Tweet in G10:
[29] station,rotation
[23] talking,#chatgpt
[23] depends,everyone
[23] many,articles
[23] chatgpt,depends
[23] everyone,#education
[23] #chatgpt,many
[23] disruptive,chatgpt
[23] #education,talking
[20] articles,podcast

Top Replied-To
Top Replied-To in Entire Graph:
@tomwhitby
@pvhstap
@shiftparadigm
@teacher2teacher
@storyjumper
@catlin_tucker
@danacoledares
@steinbrinklaura
@da_magazine
@maureenhelfrich

Top Replied-To in G2:
@tcea
@edutopia

Top Replied-To in G3:
@storyjumper
@steinbrinklaura
@teacher2teacher
@joshkunnath
@shakeuplearning

Top Replied-To in G4:
@tomwhitby
@shiftparadigm
@danacoledares
@maureenhelfrich
@nevmed
@cheryltice
@drkavner
@marcusluther6
@simbeckhampson
@taylorhwilliams

Top Replied-To in G6:
@teacher2teacher

Top Replied-To in G7:
@jeffcoschoolsco
@fcpsnews
@daveandcori
@urdailyhistory
@jimharris

Top Replied-To in G9:
@conkedperspect

Top Replied-To in G10:
@catlin_tucker
@googleexpertuk

Top Mentioned
Top Mentioned in Entire Graph:
@fixingeducation
@tcea
@woodard_julie
@leeannjung
@rdene915
@catlin_tucker
@finleyt
@teacher2teacher
@edutopia
@matthiefield

Top Mentioned in G1:
@fixingeducation
@tcea
@twinklbeyond
@tomsheehan22
@twinklresources
@connetquotcsd
@braininsights

Top Mentioned in G2:
@tcea
@woodard_julie
@miamacmeekin
@teachersjourney
@spencerideas
@catlin_tucker
@weareteachers
@finleyt
@hollyclarkedu
@rnnetworknurses

Top Mentioned in G3:
@rdene915
@edutopia
@shannonmmiller
@edumatchbooks
@eschoolnews
@mindshiftkqed
@bysticktogether
@oodlu_tweets
@edsurge
@understoodorg

Top Mentioned in G4:
@elmagazine
@ascd
@jonharper70bd
@curriculumblog
@tomwhitby
@jaymc
@ritawirtz
@nassp
@shiftparadigm
@erobbprincipal

Top Mentioned in G5:
@cattsireland
@dataspireuk
@candace_davies
@davidoladejo11
@inspiradora_la
@grangermonty

Top Mentioned in G6:
@teacher2teacher
@achievethecore
@erik_youngman
@mrs_truckman
@tcea
@mrshowell24
@controlchaosedu
@kymharjes
@catlin_tucker
@bp_vasquez

Top Mentioned in G7:
@humrespro
@rdene915
@k12divenews
@walterindc
@thriveinedu
@endicottneh2021
@andykopsa
@inthesetimesmag
@teachersjourney
@mcleod

Top Mentioned in G8:
@finleyt
@vivgrant
@forkfarms
@maker_maven
@pixton
@tcea
@otis4educators
@scratch
@fixingeducation
@ginaseymour

Top Mentioned in G9:
@leeannjung
@teachwatts
@icglobalcitizen
@ayitis_sigmaman
@finleyt
@maverikedu12
@fixingeducation
@moskatuk
@tcea
@davidfrangiosa

Top Mentioned in G10:
@catlin_tucker
@googleexpertuk
@adatheshow
@womenwholead2
@techagekids
@seesaw
@te
@eraseallkittens
@teacher_wessels
@elmagazine

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@oldlady12345
@marshawright
@ee
@cybersecurityn8
@iartg
@inspiteoftrump
@milenio
@celebrainltd
@coopmike48

Top Tweeters in G1:
@raqzi10
@suptmoran
@lizad0little
@msheatherbeaver
@cherylw04311691
@helenrobertson4
@drmikethompson
@meg_gruber
@blackswanrises
@qualityninja

Top Tweeters in G2:
@marshawright
@rtitbot
@alicekeeler
@greentechdon
@mathgril
@66mhz
@ayudaracrecer
@gdorn1
@argenisrbarreto
@ployyardfah

Top Tweeters in G3:
@calcaware
@ricardo_ik_ahau
@safiroanejo
@microsoftflip
@iamdrwill
@fmfrancoise
@mzteachuh
@rdene915
@pokerdame
@canva

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@roripierpont1
@lollydaskal
@cnn
@adriene26
@michael91693258
@blkpasz
@shiftparadigm
@classroomtools

Top Tweeters in G5:
@college_experts
@iconohash
@rimwellc
@s_bearden
@worldlillie
@fromcanada_org
@hmwdesign_bot
@tomtolkien
@jackiegerstein
@rreynoldsteach

Top Tweeters in G6:
@kathleerowlands
@trustingmyvibes
@stopvirtuastalk
@teacher2teacher
@seni_bl
@alenisaac
@rowerikw
@mathsnetty
@cecilia_bocking
@achswan

Top Tweeters in G7:
@coopmike48
@vrretweeter
@washtimes
@fabucat
@pkanagaratnam
@wsj
@voteforchanges
@denverpost
@nancyosborne180
@doubledeelite7

Top Tweeters in G8:
@castellanoskin3
@somberamarath
@bibliosophus
@marymadonna6
@vivgrant
@joannjacobs68
@makeymakey
@tcdsb_paguiar
@mmonguillot
@betamiller

Top Tweeters in G9:
@smoothsale
@gregbjenkins
@moms4edfreedom
@anitabgreen
@ayitis_sigmaman
@drbreecook
@lbopenbook
@victorlawrence
@jmidkiff
@inclusionallies

Top Tweeters in G10:
@googleexpertuk
@thepeopleshubuk
@housingfirstire
@seesaw
@socialhousingco
@chitch94
@catlin_tucker
@yangyingie
@lovefoodlifego
@4_teachers


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