edchat, Twitter, 10/11/2021 10:17:08 PM, 264336


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edchat_2021-10-11_03-15-34.xlsx
edchat_2021-10-11_03-15-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 11, 2021
Short Description:
edchat via NodeXL https://bit.ly/2YGW7rF
@tcea
@jc_james_clark
@kaylam022390
@mindfuldesserts
@education_24x7
@fixingeducation
@catlin_tucker
@markj_ohnson
@e_sheninger
@cultofpedagogy

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

Description:
Description
The graph represents a network of 5,284 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, 11 October 2021 at 10:26 UTC.

The requested start date was Monday, 11 October 2021 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 5-day, 8-hour, 10-minute period from Tuesday, 05 October 2021 at 15:50 UTC to Monday, 11 October 2021 at 00:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 5284
Unique Edges : 3306
Edges With Duplicates : 12138
Total Edges : 15444
Number of Edge Types : 5
Tweet : 1933
Retweet : 4738
MentionsInRetweet : 6268
Mentions : 2301
Replies to : 204
Self-Loops : 2083
Reciprocated Vertex Pair Ratio : 0.0331572769953052
Reciprocated Edge Ratio : 0.0641863107071855
Connected Components : 570
Single-Vertex Connected Components : 255
Maximum Vertices in a Connected Component : 3728
Maximum Edges in a Connected Component : 12586
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.997601
Graph Density : 0.000252262445221937
Modularity : 0.421436
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,284 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, 11 October 2021 at 10:26 UTC.

The requested start date was Monday, 11 October 2021 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 5-day, 8-hour, 10-minute period from Tuesday, 05 October 2021 at 15:50 UTC to Monday, 11 October 2021 at 00:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

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:
[156] https://www.edutopia.org/blog/five-powerful-questions-teachers-ask-students-rebecca-alber
[149] http://hylandskidmore.weebly.com/for-the-parents.html
[62] https://www.cultofpedagogy.com/classroom-management-problems/
[60] https://mailchi.mp/numberella/newsletter
[54] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[47] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[45] https://catlintucker.com/2019/01/5-ways-to-design-your-teacher-led-station/
[42] https://fillingthepail.substack.com/p/cognitive-load-theorys-flaws
[39] https://www.educatorstechnology.com/2014/07/two-great-classroom-posters-on-six.html
[36] https://oodlu.org/

Top URLs in Tweet in G1:
[153] https://www.edutopia.org/blog/five-powerful-questions-teachers-ask-students-rebecca-alber
[133] http://hylandskidmore.weebly.com/for-the-parents.html
[55] https://www.cultofpedagogy.com/classroom-management-problems/
[51] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[37] https://www.educatorstechnology.com/2014/07/two-great-classroom-posters-on-six.html
[15] https://www.teachthought.com/pedagogy/inquiry-based-learning-teaching-strategies/
[15] https://catlintucker.com/2019/01/5-ways-to-design-your-teacher-led-station/
[14] https://www.bespokeclassroom.com/blog/2020/4/12/how-to-make-a-choice-board-on-google-slides
[10] https://www.thepathway2success.com/strategies-to-build-working-memory/
[9] https://blog.tcea.org/the-power-of-post-it-note-teaching

Top URLs in Tweet in G2:
[32] https://oodlu.org/
[26] https://catlintucker.com/2019/01/5-ways-to-design-your-teacher-led-station/
[24] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing<mpl=slides
[16] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1RIVmhXJkBvNXO_W1DajNeBT-ylTdLOx_3BXwvBz5q8k/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1RIVmhXJkBvNXO_W1DajNeBT-ylTdLOx_3BXwvBz5q8k/edit?usp%3Dsharing<mpl=slides
[13] https://oodlu.org
[13] http://bigeducationape.blogspot.com/2021/10/top-posts-this-week-saturday-october-2.html
[9] https://www.youtube.com/watch?v=eBn6Qa2FAKs

[6] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1cO4kme82AWLMXD8VHAciyqMqgxlHCl4yH_qMx9L5Ilo/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1cO4kme82AWLMXD8VHAciyqMqgxlHCl4yH_qMx9L5Ilo/edit?usp%3Dsharing<mpl=slides
[6] https://catlintucker.com/2021/10/combatting-challenges-whole-group-with-bl/
[6] http://bigeducationape.blogspot.com/2021/10/the-top-banana-todays-education_8.html

Top URLs in Tweet in G3:
[5] http://therobbreviewblog.com/cgi-sys/suspendedpage.cgi
[4] https://www.masscue.org/event/really-get-web-tools-help-formative-summative-assessment-fall21/?event_date=2021-10-18
[4] https://www.teachbetter.com/blog/a-sense-of-urgency/
[3] https://www.iste.org/professional-development/podcasts?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[3] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[3] https://www.bamradionetwork.com/track/why-ignoring-learning-recovery-is-a-privilege-many-students-and-teachers-dont-have-it/
[2] https://www.iste.org/explore/classroom/nasa-project-allows-students-eavesdrop-faraway-planets?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://twitter.com/erobbprincipal/status/1445803682059141120
[2] http://esheninger.blogspot.com/2021/10/seeking-out-feedback.html
[2] https://www.youtube.com/watch?v=3qpw31DyTqE&feature=youtu.be


Top URLs in Tweet in G4:
[5] https://iconohash.com:443/
[4] http://engagucate.com/blog/classroom-management-strategies-for-digital-learning/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] |
[3] https://junioreinsteinsscienceclub.com/science-camps/
[3] http://www.softschools.com
[3] https://www.internet4classrooms.com/skill_builders/ratio_proportion_quizzes_math_sixth_6th_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/proofreading_language_arts_seventh_7th_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/word_problems_math_fourth_4th_grade.htm
[3] http://i4c.xyz
[3] https://www.internet4classrooms.com/assessment_assistance/assessment_preparation_mathematics_place_value.htm

Top URLs in Tweet in G5:
[13] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[13] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1
[12] https://redirect.viglink.com?u=https%3A%2F%2Fpodcasts.apple.com%2Fus%2Fpodcast%2Fdisproving-the-theory-phyllis-fagell-the-allure-of-quick%2Fid1529365406%3Fi%3D1000537454858%26itsct%3Dpodcast_box_link%26itscg%3D30200%26ls%3D1&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[11] https://learnography.wordpress.com/2021/09/29/personalized-learning-transfer-means-book-to-brain-knowledge-transfer/
[11] https://learnography.wordpress.com/2019/06/06/motor-science-of-human-brain-is-significant-to-the-advancement-of-technology-required-for-economy/
[10] https://learnography.wordpress.com/2019/05/19/what-is-the-motor-science-of-classroom-knowledge-transfer-does-modified-motor-knowledge-improve-the-learning-transfer-of-autistic-children/
[8] https://learnography.wordpress.com/2019/06/11/brainpage-development-is-everything-in-the-classroom-that-produces-high-performing-students-in-school-system/
[6] https://www.eventbrite.com/e/detroit-and-homelessness-how-schools-can-better-help-vulnerable-students-tickets-171527121237?aff=ebdsoporgprofile
[4] https://learnography.wordpress.com/2020/09/24/brainpage-of-knowledge-transfer/
[3] https://sharemylesson.com/todays-news-tomorrows-lesson/inside-look-new-muhammad-ali-documentary

Top URLs in Tweet in G6:
[10] https://mailchi.mp/numberella/newsletter
[4] https://www.acer.org/au/discover/article/aje-special-edition-spotlight-on-learning-progressions
[3] http://www.thepaperlesstrail.com/2015/08/13/back-to-school-google-forms/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] http://www.thepaperlesstrail.com/2016/08/12/summer-coding-camp-at-msu-girlswhocode/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://drive.google.com/file/d/1HcHKyxu1_5nTgp5geZtf2VCVy5a4qE9i/view?usp=sharing
[3] https://socialexpress.com/
[2] http://www.thepaperlesstrail.com/2015/09/26/ron-clark-academy/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.thepaperlesstrail.com/2015/07/23/using-flubaroo/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] http://www.thepaperlesstrail.com/2015/08/09/vocaroo-in-the-classroom/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] http://www.thepaperlesstrail.com/2016/06/15/working-in-groups-vs-group-work/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G7:
[3] http://hylandskidmore.weebly.com/for-the-parents.html
[1] https://goteachersintouch.com/school-districts/

Top URLs in Tweet in G8:
[8] https://www.llcsd.net/apps/pages/index.jsp?uREC_ID=1027100&type=d&pREC_ID=1331988
[8] http://www.marzanoresearch.com/school-improvement-good-at-change/
[7] https://www.insidehighered.com/views/2021/09/29/how-faculty-should-deal-digital-divide-opinion?utm_source=fb_page&utm_medium=ITLC-Lilly&utm_campaign=publer
[7] https://edtechreview.in/edtech-voices/5106-exploring-the-untapped-categories-in-indian-edtech
[7] https://edtechreview.in/news/5110-gurugram-based-sunstone-eduversity-raises-28m-in-series-b-funding-led-by-westbridge-capital
[6] https://edtechreview.in/trends-insights/trends/4936-how-hobby-classes-can-enhance-your-child-s-productivity
[5] https://thewalrus.ca/the-epidemic-of-teacher-burnout/
[4] https://edtechreview.in/trends-insights/trends/5009-top-apps-schools-that-help-music-lovers-with-music-education-online
[4] https://edtechreview.in/data-statistics/5058-new-coursera-study-indicates-a-narrowing-gender-gap-in-online-learning-in-india
[3] https://www.gettingsmart.com/2021/10/05/unbroken-acceleration-is-more-effective-than-remediation/

Top URLs in Tweet in G9:
[35] http://esheninger.blogspot.com/2021/10/setting-stage-for-current-and-future.html
[27] http://esheninger.blogspot.com/2021/10/seeking-out-feedback.html
[10] http://esheninger.blogspot.com/2021/06/outlier-practices-make-or-break.html
[6] https://www.youtube.com/watch?v=up1WgiZ6auU&ab_channel=EricSheninger

[5] http://esheninger.blogspot.com/2021/09/four-practical-ways-to-blend.html
[3] https://www.youtube.com/watch?v=3qpw31DyTqE&feature=youtu.be

[2] http://esheninger.blogspot.com/2021/07/pedagogical-leadership.html
[2] https://leadered.com/a-moment-to-a-movement-duplicate-1/
[1] http://hylandskidmore.weebly.com/for-the-parents.html
[1] http://esheninger.blogspot.com/2021/08/disruptive-thinking-making-it-reality.html

Top URLs in Tweet in G10:
[3] https://www.edweek.org/teaching-learning/opinion-teachers-more-than-programs-make-for-great-reading-instruction/2021/09
[2] https://universe.parlayideas.com/roundtables/29476d84-db8b-43cb-b442-38fd8770fc85
[2] https://buff.ly/2ZFdeut
[2] https://www.edutopia.org/article/maximizing-student-voice-achieve-equity-classroom-participation
[2] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing<mpl=slides
[2] https://www.cultofpedagogy.com/ineffective-teaching-methods/
[1] https://www.cultofpedagogy.com/resilience/
[1] https://www.cultofpedagogy.com/supporting-esl-students-mainstream-classroom/
[1] https://www.cultofpedagogy.com/late-work/
[1] https://www.cultofpedagogy.com/dogfooding/

Top Domains
Top Domains in Tweet in Entire Graph:
[217] twitter.com
[214] blogspot.com
[185] edutopia.org
[152] weebly.com
[126] thepaperlesstrail.com
[94] google.com
[91] oodlu.org
[83] youtube.com
[81] teachthought.com
[73] cultofpedagogy.com

Top Domains in Tweet in G1:
[165] edutopia.org
[133] weebly.com
[70] teachthought.com
[57] cultofpedagogy.com
[37] educatorstechnology.com
[24] tcea.org
[15] catlintucker.com
[14] bespokeclassroom.com
[14] blogspot.com
[10] thepathway2success.com

Top Domains in Tweet in G2:
[83] oodlu.org
[59] blogspot.com
[51] google.com
[40] catlintucker.com
[30] mzteachuh.org
[24] youtube.com
[20] shakeuplearning.com
[14] finnemoreconsulting.com
[11] scoop.it
[7] edtechpicks.org

Top Domains in Tweet in G3:
[33] twitter.com
[10] bamradionetwork.com
[9] teachbetter.com
[8] edutopia.org
[7] masscue.org
[6] iste.org
[6] lciltd.org
[5] blogspot.com
[5] therobbreviewblog.com
[4] youtube.com

Top Domains in Tweet in G4:
[48] twitter.com
[34] internet4classrooms.com
[21] mradampe.com
[10] teacherspayteachers.com
[9] iconohash.com
[8] youtube.com
[8] co.uk
[8] robotlab.com
[7] google.com
[4] bit.ly

Top Domains in Tweet in G5:
[49] wordpress.com
[29] sharemylesson.com
[26] viglink.com
[15] 2peasandadog.com
[14] youtube.com
[14] k12dive.com
[10] k12prospects.com
[10] tes.com
[9] twitter.com
[9] sadlier.com

Top Domains in Tweet in G6:
[126] thepaperlesstrail.com
[20] twitter.com
[16] careerarc.com
[10] hotlunchtray.com
[10] mailchi.mp
[9] savvas.com
[6] google.com
[6] bit.ly
[6] latimes.com
[6] acer.org

Top Domains in Tweet in G7:
[3] weebly.com
[1] goteachersintouch.com

Top Domains in Tweet in G8:
[57] edtechreview.in
[14] twitter.com
[11] insidehighered.com
[10] blogspot.com
[8] mzteachuh.org
[8] llcsd.net
[8] marzanoresearch.com
[5] thewalrus.ca
[5] fuelgreatminds.com
[4] buff.ly

Top Domains in Tweet in G9:
[80] blogspot.com
[9] youtube.com
[3] leadered.com
[3] twitter.com
[2] hmhco.com
[1] weebly.com
[1] simplecast.com
[1] chalkbeat.org
[1] ascd.org
[1] bbc.com

Top Domains in Tweet in G10:
[11] ascd.org
[9] cultofpedagogy.com
[3] bit.ly
[3] edweek.org
[2] parlayideas.com
[2] buff.ly
[2] edutopia.org
[2] google.com
[1] nbcnews.com
[1] pegasussprings.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4682] edchat
[931] learning
[908] edtech
[768] education
[662] edutwitter
[659] k12
[514] teachertwitter
[339] teaching
[281] etcoaches
[220] edu



Top Hashtags in Tweet in G1:
[642] learning
[617] edchat
[339] teachertwitter
[229] k12
[208] edutwitter
[190] etcoaches
[183] teaching
[174] edu
[50] education
[39] sel

Top Hashtags in Tweet in G2:
[380] edchat
[334] edtech
[117] learning
[106] k12
[89] redfored
[89] tbats
[81] education
[76] tlap
[74] ditchbook
[70] etcoaches

Top Hashtags in Tweet in G3:
[439] edchat
[50] education
[30] edutwitter
[18] k12
[13] worldteachersday
[13] teachertwitter
[12] growthmindset
[11] catherinebosley
[10] premiercenter
[9] educ582

Top Hashtags in Tweet in G4:
[393] edchat
[57] education
[50] edtech
[35] teachers
[32] learning
[29] physed
[25] edutwitter
[24] pegeeks
[23] googleei
[22] mradampe

Top Hashtags in Tweet in G5:
[254] edchat
[164] k12
[89] education
[53] success
[51] science
[51] biology
[50] research
[49] goals
[47] brain
[46] physics

Top Hashtags in Tweet in G6:
[382] edchat
[154] edtech
[44] ukedchat
[41] science
[41] aussieed
[40] nqtchat
[27] satchat
[27] ittchat
[26] aqascience
[22] education

Top Hashtags in Tweet in G7:
[175] edchat
[10] edutwitter
[4] learning
[3] etcoaches
[3] edu
[3] k12
[3] education
[1] engchat
[1] writing
[1] principalsinaction

Top Hashtags in Tweet in G8:
[318] edchat
[208] education
[114] edtech
[28] k12
[28] highered
[28] learning
[26] edadmin
[26] suptchat
[25] edcolo
[25] edtechchat

Top Hashtags in Tweet in G9:
[170] edchat
[93] edutwitter
[44] disruptivethink
[36] suptchat
[30] cpchat
[22] susancolton
[21] googleworkspace
[21] workspace
[20] greauxgoogle
[16] googleforeducation

Top Hashtags in Tweet in G10:
[44] edchat
[7] appleeduchat
[6] edu
[6] lead
[6] learn
[5] edtech
[5] teachers
[4] edequity
[3] teachertwitter
[3] reading

Top Words
Top Words in Tweet in Entire Graph:
[4733] #edchat
[1251] students
[990] #learning
[909] tcea
[907] #edtech
[889] teachers
[766] #education
[662] #edutwitter
[659] #k12
[572] #teachertwitter

Top Words in Tweet in G1:
[799] tcea
[694] #learning
[669] #edchat
[391] #teachertwitter
[298] students
[233] #edu
[229] #k12
[208] #edutwitter
[190] #etcoaches
[183] #teaching

Top Words in Tweet in G2:
[383] #edchat
[333] #edtech
[165] education
[144] catlin_tucker
[126] student
[120] #learning
[113] group
[109] whole
[106] #k12
[100] better

Top Words in Tweet in G3:
[438] #edchat
[130] tomwhitby
[111] teachers
[107] time
[87] plan
[68] dennisdill
[65] lesson
[65] schools
[61] students
[55] school

Top Words in Tweet in G4:
[393] #edchat
[63] students
[57] #education
[50] #edtech
[37] teachers
[35] #teachers
[32] #learning
[29] education
[29] #physed
[28] school

Top Words in Tweet in G5:
[254] #edchat
[164] #k12
[111] school
[108] students
[89] #education
[88] learning
[75] learnography
[75] knowledge
[71] brain
[59] motor

Top Words in Tweet in G6:
[382] #edchat
[154] #edtech
[77] students
[46] learning
[44] #ukedchat
[43] here's
[41] #science
[41] #aussieed
[40] #nqtchat
[39] gt

Top Words in Tweet in G7:
[311] fall
[311] apart
[223] teachers
[183] fixingeducation
[175] #edchat
[160] plan
[158] love
[157] lesson
[156] still
[155] okay

Top Words in Tweet in G8:
[314] #edchat
[206] #education
[114] #edtech
[82] students
[72] little
[71] lake
[71] csd
[63] october
[48] help
[41] etr_in

Top Words in Tweet in G9:
[171] #edchat
[103] e_sheninger
[93] #edutwitter
[44] #disruptivethink
[42] learning
[41] success
[40] future
[36] #suptchat
[36] current
[36] learner

Top Words in Tweet in G10:
[63] cultofpedagogy
[44] #edchat
[40] elmagazine
[39] students
[25] kids
[23] enough
[21] learn
[21] yourself
[20] teachers
[19] think

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[353] #learning,#edchat
[325] fall,apart
[319] #edchat,#teachertwitter
[307] #edtech,#edchat
[244] #edchat,#edutwitter
[242] #edchat,#edtech
[224] lesson,plan
[208] #edchat,#education
[181] #edchat,#k12
[165] ask,students

Top Word Pairs in Tweet in G1:
[313] #learning,#edchat
[270] #edchat,#teachertwitter
[153] powerful,questions
[153] questions,teachers
[153] teachers,ask
[153] ask,students
[153] students,edutopia
[153] edutopia,#learning
[153] #teachertwitter,#teaching
[150] tcea,powerful

Top Word Pairs in Tweet in G2:
[111] #edchat,#edtech
[108] whole,group
[95] big,education
[95] education,ape
[89] #redfored,#tbats
[87] #edchat,#k12
[85] #tbats,#edchat
[84] student,engagement
[83] group,lessons
[77] frustrated,lack

Top Word Pairs in Tweet in G3:
[40] lesson,plan
[36] tomwhitby,schools
[33] plan,plan
[33] plan,outline
[33] outline,script
[33] script,#edchat
[32] dennisdill,lesson
[30] cover,classes
[29] schools,pull
[29] pull,teachers

Top Word Pairs in Tweet in G4:
[24] #edtech,#edchat
[22] #mradampe,#pegeeks
[22] #googleei,#googleet
[20] #googleet,#googlepd
[18] #pegeeks,#ukpechat
[18] #ukpechat,#physed
[17] #physed,#googleei
[16] #4thchat,#5thchat
[15] #education,#edchat
[13] #googlepd,#primaryrocks

Top Word Pairs in Tweet in G5:
[72] #edchat,#k12
[49] #research,#science
[49] #science,#biology
[47] #education,#research
[47] #biology,#brain
[45] #physics,#goals
[45] #goals,#success
[42] #maths,#physics
[41] #success,#future
[39] #brain,#neuroscience

Top Word Pairs in Tweet in G6:
[140] #edtech,#edchat
[37] #aussieed,#edchat
[34] #ukedchat,#science
[34] #science,#nqtchat
[27] #edchat,#satchat
[25] #nqtchat,#ittchat
[25] #ittchat,#aussieed
[24] here's,today's
[23] gt,gt
[18] #educators,#backtoschool2021

Top Word Pairs in Tweet in G7:
[311] fall,apart
[157] lesson,plan
[156] apart,still
[156] still,love
[156] love,#edchat
[155] teachers,okay
[155] okay,lesson
[155] plan,fall
[155] apart,sometimes
[155] sometimes,tacos

Top Word Pairs in Tweet in G8:
[100] #edchat,#education
[71] little,lake
[71] lake,csd
[46] #edtech,#education
[28] #education,#edchat
[21] #edchat,#edreform
[21] #edreform,#edpolicy
[21] #edpolicy,#edcolo
[20] #edtech,#edchat
[20] #edchat,#edtech

Top Word Pairs in Tweet in G9:
[62] #edchat,#edutwitter
[41] #edutwitter,#disruptivethink
[35] setting,stage
[35] stage,current
[35] current,future
[35] future,learner
[35] learner,success
[35] success,#edchat
[30] e_sheninger,setting
[27] seeking,feedback

Top Word Pairs in Tweet in G10:
[18] don,troubleshoot
[18] troubleshoot,assignment
[18] assignment,before
[18] before,giving
[18] giving,students
[18] students,setting
[18] setting,yourself
[18] yourself,hours
[17] cultofpedagogy,don
[17] hours,fru

Top Replied-To
Top Replied-To in Entire Graph:
@tomwhitby
@sgthomas1973
@kay_inab_odu
@danacoledares
@drrobineruiz1
@dennisdill
@jaredbfries
@kamcbri1
@shiftparadigm
@missfisher4th

Top Replied-To in G1:
@tcea

Top Replied-To in G2:
@teachcardona
@victoriathetech

Top Replied-To in G3:
@tomwhitby
@sgthomas1973
@kay_inab_odu
@danacoledares
@drrobineruiz1
@dennisdill
@jaredbfries
@kamcbri1
@shiftparadigm
@missfisher4th

Top Replied-To in G5:
@canvaedu
@nypost
@dedeptofed
@dementoring
@rweingarten
@marinamedvin

Top Replied-To in G6:
@commonlit
@ipevo
@newsela

Top Replied-To in G7:
@fixingeducation

Top Replied-To in G8:
@robertjmarzano
@laurapappas22

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@edutopia
@fixingeducation
@catlin_tucker
@e_sheninger
@mrshowell24
@tomwhitby
@cambpressassess
@ascd
@teachthought

Top Mentioned in G1:
@tcea
@edutopia
@teachthought
@educatorstech
@catlin_tucker
@bespoke_ela
@drbruceellis
@e_sheninger
@pathwy2success

Top Mentioned in G2:
@catlin_tucker
@mrshowell24
@tcea
@coopmike48
@jmattmiller
@edutopia
@ashleyhalkum
@weareteachers
@mindshiftkqed
@edutechguys

Top Mentioned in G3:
@tomwhitby
@dennisdill
@bamradionetwork
@curriculumblog
@sgthomas1973
@erik_youngman
@ritawirtz
@shiftparadigm
@drgharrigan
@iste

Top Mentioned in G4:
@mradampe
@3rteachertrain
@josievotaazul
@getactionaly
@beavertonsdoei
@ssac9111
@crystasmith91
@jackiegerstein
@dannynic

Top Mentioned in G5:
@aftunion
@sharemylesson
@learnography
@aftteach
@zeid_factor
@chalkbeat
@achievethecore
@k12divenews
@tomschimmerpod
@pfagell

Top Mentioned in G6:
@learningfocused
@eduappsandmore
@acereduau
@ausjournaled
@teacherchalky1
@savvaslearning
@katietoppel
@amygreen_
@thesocialexpres
@emilyfranesl

Top Mentioned in G7:
@fixingeducation
@tcea
@dennisdill
@theatlantic
@catlin_tucker
@edconversations

Top Mentioned in G8:
@etr_in
@mcleod
@shannonmmiller
@capstonepub
@relcentral
@mike_siebersma
@ucea
@uceagsc
@uceajsn
@marzanoresearch

Top Mentioned in G9:
@e_sheninger
@nowakro
@susancolton2
@joemullikin86
@tcea
@wegreauxpeople
@wes_kieschnick
@catlin_tucker
@adamddrummond
@iamdrwill

Top Mentioned in G10:
@cultofpedagogy
@elmagazine
@trev_mackenzie
@mrstleon
@ascd
@wickededtech
@a_rebora
@edweekopinion
@effortfuleduktr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alhanda
@chidambara09
@bella623
@independent
@celebrainltd
@iartg
@wrikent3500
@coopmike48
@malliardreport

Top Tweeters in G1:
@riyadhalrifai
@cikmanisdonut
@stressfreekids
@getiftech
@anshsharma
@fortivus
@najibross
@07the_beast
@jcdv80
@goddessyk13

Top Tweeters in G2:
@coopmike48
@animatorspal
@algierslady
@vrretweeter
@ukedchat
@blkhwk0ps
@codewithtwitchi
@mzteachuh
@nancyosborne180
@scalarhumanity

Top Tweeters in G3:
@sectest9
@cybersecurityn8
@100daysof2020
@azuerbot
@mssackstein
@larryferlazzo
@shiftparadigm
@llxnne
@erobbprincipal
@blocht574

Top Tweeters in G4:
@nick_chater
@iconohash
@stumpteacher
@dannynic
@idarknight
@jackiegerstein
@shyj
@ziegeran
@andreabeaty
@mrjoshflores

Top Tweeters in G5:
@chidambara09
@viralvideovlogs
@eraser
@mymimisthebest
@nypost
@washingtonpost
@jfjabbo
@no2hitting
@benjamindstone
@pequeninwarrior

Top Tweeters in G6:
@womencodersbot
@northway_debbie
@minecraft_ssyt
@scieducation1
@google
@ictevangelist
@micheleschiesse
@makewordsbot
@grammasheri
@sprint_code

Top Tweeters in G7:
@andrewmorrisuk
@theatlantic
@stem_nastics
@teacherindigo
@lorelei_blue
@nancysurber2
@herrynapit
@kelans27
@nisahmnm
@canadiagoose

Top Tweeters in G8:
@pythonexpertbot
@education_24x7
@the404code
@klhoughton
@developerbot_v1
@ennomnom
@jriske
@shannonmmiller
@web20classroom
@urbie

Top Tweeters in G9:
@marcelamomberg
@iamdrwill
@gdorn1
@smgaillard
@demekasimmons
@sarahdateechur
@iotcybersec24
@tonysinanis
@e_sheninger
@mycowork_space

Top Tweeters in G10:
@nbcnews
@cybraryman1
@leadershipfreak
@justintarte
@cloudscholar
@fredende
@gregbagby
@trev_mackenzie
@wickededtech
@eaducator