edchat, Twitter, 10/25/2021 2:13:19 PM, 264712


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edchat_2021-10-25_03-15-33.xlsx
edchat_2021-10-25_03-15-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2021
Short Description:
edchat via NodeXL https://bit.ly/2XIjwcl
@tcea
@mindfuldesserts
@jc_james_clark
@scalarhumanity
@markj_ohnson
@drdouggreen
@ascd
@e_sheninger
@finleyt
@elmagazine

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

Description:
Description
The graph represents a network of 5,308 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, 25 October 2021 at 10:27 UTC.

The requested start date was Monday, 25 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, 6-hour, 4-minute period from Tuesday, 19 October 2021 at 17:55 UTC to Monday, 25 October 2021 at 00:00 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 : 5308
Unique Edges : 3885
Edges With Duplicates : 12018
Total Edges : 15903
Number of Edge Types : 5
MentionsInRetweet : 6238
Mentions : 2959
Retweet : 4533
Tweet : 1962
Replies to : 211
Self-Loops : 2136
Reciprocated Vertex Pair Ratio : 0.0406211007902398
Reciprocated Edge Ratio : 0.0780708766320277
Connected Components : 606
Single-Vertex Connected Components : 309
Maximum Vertices in a Connected Component : 3683
Maximum Edges in a Connected Component : 12908
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.223857
Graph Density : 0.000266457873883422
Modularity : 0.433236
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,308 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, 25 October 2021 at 10:27 UTC.

The requested start date was Monday, 25 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, 6-hour, 4-minute period from Tuesday, 19 October 2021 at 17:55 UTC to Monday, 25 October 2021 at 00:00 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:
[159] https://www.i-heart-edu.com/breaking-down-the-4-cs/
[106] https://thecounselingteacher.com/2019/12/50-self-care-ideas-for-teachers.html
[100] https://www.thepathway2success.com/executive-functioning-skills-explained/
[72] https://www.teachthought.com/critical-thinking/249-blooms-taxonomy-verbs-for-critical-thinking/
[60] https://blog.tcea.org/differentiate-instruction/
[58] https://games4learning.com/halloween-writing-prompts/
[55] https://www.classroomfreebies.com/2016/10/halloween-would-you-rather-questions.html
[48] https://mailchi.mp/numberella/newsletter
[45] https://mrsbeers.com/classroom-management-activities-for-middle-school/
[34] https://teacherthrive.com/four-corners-cooperative-learning/

Top URLs in Tweet in G1:
[153] https://www.i-heart-edu.com/breaking-down-the-4-cs/
[100] https://thecounselingteacher.com/2019/12/50-self-care-ideas-for-teachers.html
[97] https://www.thepathway2success.com/executive-functioning-skills-explained/
[71] https://www.teachthought.com/critical-thinking/249-blooms-taxonomy-verbs-for-critical-thinking/
[56] https://blog.tcea.org/differentiate-instruction/
[54] https://games4learning.com/halloween-writing-prompts/
[53] https://www.classroomfreebies.com/2016/10/halloween-would-you-rather-questions.html
[42] https://mrsbeers.com/classroom-management-activities-for-middle-school/
[31] https://teacherthrive.com/four-corners-cooperative-learning/
[27] https://www.makewayfortech.com/12-free-jamboard-templates-for-distance-or-in-person-learning/

Top URLs in Tweet in G2:
[6] https://techcoachjuarez.blogspot.com/2021/10/simple-tools-for-curating-resources.html
[5] https://iconohash.com:443/
[4] http://www.marzanoresearch.com/category/school-improvement-coaching-and-consulting-blog-series/
[3] |
[3] https://www.internet4classrooms.com/skill_builders/counting_math_second_2nd_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/telling_time_math_third_3rd_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/main_idea_theme_language_arts_third_3rd_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/nouns_pronouns_language_arts_eighth_8th_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/word_problems_math_third_3rd_grade.htm
[3] https://www.internet4classrooms.com/skill_builders/money_transactions_math_third_3rd_grade.htm

Top URLs in Tweet in G3:
[10] https://www.bamradionetwork.com/you-are-not-alone-teachers-gifts-gains-and-promises/
[6] https://teachersummit.com/
[4] https://www.ascd.org/blogs/hey-principals-lets-show-some-gratitude
[4] http://engagucate.com/blog/classroom-management-strategies-for-digital-learning/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[4] https://summit.canamedtechalliance.com/
[3] https://faigemeller.wordpress.com/2021/10/24/i-wonder-i-ponder-i-contemplate/
[3] https://www.k12prospects.com/LP/Edtech-Conferences-2021/K-12-Education-Technology-Conferences-2021.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=k12-education-conferences-2021&utm_content=textlink
[3] http://SAFETYPHD.COM
[3] https://safetyphd.com/fbi-planning-to-investigate-parents-nasb-and-ag-garland-memo-what-you-need-to-know-sdp155/
[3] https://www.i-heart-edu.com/breaking-down-the-4-cs/

Top URLs in Tweet in G4:
[9] http://engagucate.com/blog/classroom-management-strategies-for-digital-learning/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[9] http://bigeducationape.blogspot.com/2021/10/big-education-ape-top-posts-this-week_16.html
[5] https://edtechreview.in/trends-insights/insights/5132-benefits-inquiry-based-learning-noisy-classrooms
[5] https://edtechreview.in/news/5156-gurugram-based-school-homework-app-questt-raises-6-75m-in-series-a-round
[5] https://www.nextgenlearning.org/articles/urgency-to-change-education
[5] http://bigeducationape.blogspot.com/2021/10/big-education-ape-top-posts-this-week_23.html
[5] https://www.masscue.org/event/jamboardbrainstorming/?event_date=2021-11-01
[4] https://edtechreview.in/trends-insights/insights/4256-edtech-an-emergence-of-a-new-must-have-that-is-democratizing-learning
[4] https://edtechreview.in/news/5155-stem-singapore-edtech-doyobi-raises-2-8-million-in-pre-series-a
[4] https://edtechreview.in/news/5153-canadian-edtech-hoot-reading-raises-100m-to-expand-its-online-tutoring-platform

Top URLs in Tweet in G5:
[14] https://podcasts.apple.com/us/podcast/fear-of-regret-tina-boogren-method-vs-format/id1529365406?i=1000538912586&itscg=30200&itsct=podcast_box_link&ls=1
[14] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[14] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1
[9] https://mailchi.mp/numberella/newsletter
[6] https://disney50teacherscontest.com/?CMP=BAC-CRT|26539540|316820485|159681735&dclid=CJH-nZXk1PMCFbJBDQodfvED-A
[5] https://www2.smartbrief.com/sharedSummary/index.jsp?copyId=E751EFAC-430A-4D92-9C82-3ECB3857D851&issueId=80D6F42E-E0FD-44DE-AC58-B70F1E0C5C00&briefId=EDAE705D-DA25-4606-A952-76D10DFA2839
[3] https://edujobsinpgh.blogspot.com/2021/10/director-instructional-design-math-k-5.html
[3] https://makemathmoments.com/episode151/
[2] http://www.thepaperlesstrail.com/2018/07/20/learn-coding-python-with-ykdojo-on-youtube/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://socrative.com/

Top URLs in Tweet in G6:
[7] http://adathestem.com
[4] https://www.drdouggreen.com/2021/rewire-your-neurons-teacher-stress-busters-live-to-100/
[3] http://melanielinktaylor.mzteachuh.org/2021/10/educational-links-102121.html?spref=tw
[3] http://melanielinktaylor.mzteachuh.org/2021/10/educational-links-102221.html?spref=tw
[3] https://courses.shakeuplearning.com/p/all-access-pass
[3] https://www.drdouggreen.com/2021/solve-for-tomorrow-contest-back-to-the-future-try-civics/
[3] https://www.drdouggreen.com/2021/autism-teaching-strategies-new-macbook-pros-workout-mistakes/
[3] https://www.drdouggreen.com/2021/using-canva-in-schools-personalized-learning-3d-printed-house-issues/
[2] http://melanielinktaylor.mzteachuh.org/2021/10/educational-links-101721_18.html?spref=tw
[2] http://melanielinktaylor.mzteachuh.org/2021/10/educational-links-102021.html?spref=tw

Top URLs in Tweet in G7:
[24] https://oodlu.org/
[10] https://www.tpsrx1.com/
[9] https://oodlu.org
[7] https://www.eschoolnews.com/2021/10/13/how-3d-tech-can-help-overcome-learning-hurdles/
[5] https://www.eschoolnews.com/2021/10/19/cost-remains-the-top-barrier-to-higher-education/?utm_content=bufferd873b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://districtadministration.com/author/rachelle-dene-poth/
[3] https://oodlu.org/share-game/ccfc358f-06de-42f8-b7a8-722652b139bf
[3] https://www.educationnext.org/declining-naep-scores-are-flashing-red-lights-for-the-covid-generation/
[3] https://www.educationnext.org/nations-report-card-to-shine-spotlight-pandemic-related-learning-loss/
[3] https://twitter.com/i/spaces/1OwGWzlvEgwKQ

Top URLs in Tweet in G8:
[5] Webinar
[5] https://www.tes.com/teaching-resource/60-perfect-plenaries-ks2-3-4-12284187
[4] https://www.weareteachers.com/dairy-alliance-free-resources/?utm_content=1634753347&utm_medium=social&utm_source=twitter
[4] https://event.on24.com/wcc/r/3410181/26AC6A8060A09294C26FC3ECD86E5225
[4] https://www.tes.com/teaching-resources/shop/Jonfkirk
[3] EMEA
[3] https://sharemylesson.com/collections/bullying-schools-free-prevention-resources
[3] https://sharemylesson.com/teaching-resource/baseball-vocabulary-word-list-272434
[3] https://sharemylesson.com/blog/gender-pronouns
[3] https://www.tes.com/teaching-resource/resource-12580936

Top URLs in Tweet in G9:
[18] https://www.myedtechbundle.com/
[6] https://www.cultofpedagogy.com/barely-hanging-on/?fbclid=IwAR1nkARKYBjscGK8LsoqTOj48Yit7Pe8neXlwur_Spdh9Ul-zgtPrFvXbg4
[4] https://www.edutopia.org/blog/five-powerful-questions-teachers-ask-students-rebecca-alber
[2] https://www.cultofpedagogy.com/ed-tech-tools-2019/
[2] https://www.washingtonpost.com/magazine/2021/10/18/teachers-resign-pandemic/
[2] https://www.cultofpedagogy.com/barely-hanging-on/
[2] https://thecounselingteacher.com/2019/12/50-self-care-ideas-for-teachers.html
[2] https://www.tc.columbia.edu/articles/2021/october/why-school-ratings-can-backfire/
[2] https://teacherthrive.com/four-corners-cooperative-learning/
[2] http://www.cultofpedagogy.com/barely-hanging-on/

Top URLs in Tweet in G10:
[7] https://blog.genial.ly/en/digital-divide-education/
[7] https://knowledgeworks.org/resources/teachers-need-social-emotional-support-trauma
[6] https://hechingerreport.org/racial-segregation-is-one-reason-some-families-have-internet-access-and-others-dont-new-research-finds/?utm_source=The+Hechinger+Report&utm_campaign=8977d17d41-EMAIL_CAMPAIGN_2021_10_19_06_53&utm_medium=email&utm_term=0_d3ee4c3e04-8977d17d41-322690765
[5] https://www.nais.org/magazine/independent-school/winter-2021/on-my-mind-addressing-systemic-racism-in-our-schools-and-communities/
[5] https://quello.msu.edu/wp-content/uploads/2020/03/Broadband_Gap_Quello_Report_MSU.pdf
[5] https://equip.learning.com/what-is-digital-equity
[4] https://www.researchgate.net/profile/Valerie_Belair_Gagnon/publication/304497181_Interaction_and_Training_Social_Media_in_News_Organizations/links/580fb4df08aef2ef97afe9a8.pdf#page=37
[4] https://hechingerreport.org/digital-divide-gap-is-narrowing-but-how-will-schools-maintain-progress/
[3] https://twitter.com/home
[3] http://digitalequityforlearning.org/wp-content/uploads/2015/12/jgcc_opportunityforall.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[274] twitter.com
[160] i-heart-edu.com
[142] blogspot.com
[127] thepaperlesstrail.com
[116] teachthought.com
[110] tcea.org
[106] thecounselingteacher.com
[100] thepathway2success.com
[94] youtube.com
[86] edtechreview.in

Top Domains in Tweet in G1:
[154] i-heart-edu.com
[109] teachthought.com
[100] thecounselingteacher.com
[100] tcea.org
[97] thepathway2success.com
[54] games4learning.com
[53] classroomfreebies.com
[42] mrsbeers.com
[37] blogspot.com
[31] teacherthrive.com

Top Domains in Tweet in G2:
[54] twitter.com
[38] internet4classrooms.com
[21] mradampe.com
[14] co.uk
[12] blogspot.com
[10] iconohash.com
[9] youtube.com
[7] edweek.org
[6] teacherspayteachers.com
[5] tumblr.com

Top Domains in Tweet in G3:
[26] twitter.com
[21] ascd.org
[18] bamradionetwork.com
[13] k12prospects.com
[6] wordpress.com
[6] teachersummit.com
[6] safetyphd.com
[5] edutopia.org
[4] engagucate.com
[4] canamedtechalliance.com

Top Domains in Tweet in G4:
[82] edtechreview.in
[57] blogspot.com
[23] twitter.com
[19] pledgecents.com
[17] youtube.com
[10] teq.com
[9] engagucate.com
[9] masscue.org
[7] washingtonpost.com
[6] robotlab.com

Top Domains in Tweet in G5:
[126] thepaperlesstrail.com
[21] twitter.com
[19] makemathmoments.com
[16] youtube.com
[15] apple.com
[14] viglink.com
[12] solutiontree.com
[9] mailchi.mp
[7] marzanoresources.com
[6] disney50teacherscontest.com

Top Domains in Tweet in G6:
[23] mzteachuh.org
[15] drdouggreen.com
[10] shakeuplearning.com
[7] adathestem.com
[4] edutopia.org
[3] teachable.com
[1] lpages.co
[1] inspiringstem.org
[1] hbr.org
[1] weforum.org

Top Domains in Tweet in G7:
[71] oodlu.org
[15] educationnext.org
[14] eschoolnews.com
[13] youtube.com
[10] iste.org
[10] tpsrx1.com
[6] twitter.com
[5] blogspot.com
[5] insidehighered.com
[4] districtadministration.com

Top Domains in Tweet in G8:
[35] sharemylesson.com
[18] tes.com
[11] weareteachers.com
[8] echo360.com
[6] nassp.org
[5] edtechmagazine.com
[4] twitter.com
[4] on24.com
[3] edutopia.org
[2] tomorrow.org

Top Domains in Tweet in G9:
[18] myedtechbundle.com
[16] cultofpedagogy.com
[8] savvas.com
[5] edutopia.org
[4] pembrokepublishers.com
[2] google.com
[2] washingtonpost.com
[2] thecounselingteacher.com
[2] columbia.edu
[2] teacherthrive.com

Top Domains in Tweet in G10:
[18] knowledgeworks.org
[15] twitter.com
[13] hechingerreport.org
[7] genial.ly
[5] nais.org
[5] msu.edu
[5] learning.com
[4] researchgate.net
[3] digitalequityforlearning.org
[3] aurora-institute.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4799] edchat
[1153] edtech
[983] learning
[834] education
[668] teachertwitter
[663] edutwitter
[433] teaching
[424] k12
[260] teachers
[215] educoach



Top Hashtags in Tweet in G1:
[818] edchat
[788] learning
[488] teachertwitter
[362] edutwitter
[260] teaching
[222] edtech
[181] educoach
[152] education
[105] etcoaches
[99] efs

Top Hashtags in Tweet in G2:
[496] edchat
[88] education
[52] edutwitter
[48] edtech
[32] teachers
[32] physed
[29] teachertwitter
[24] reading
[24] pegeeks
[23] googleei

Top Hashtags in Tweet in G3:
[405] edchat
[71] k12
[34] edtech
[28] education
[19] elmagchat
[18] suptchat
[18] teachersuccesssummit
[15] teachers
[14] sel
[14] edutwitter

Top Hashtags in Tweet in G4:
[414] edchat
[322] edtech
[143] k12
[102] education
[92] redfored
[92] tbats
[84] learning
[68] edreform
[64] edtechchat
[61] literacy

Top Hashtags in Tweet in G5:
[391] edchat
[146] edtech
[41] education
[39] ukedchat
[38] nqtchat
[38] aussieed
[37] science
[26] ittchat
[24] edutwitter
[22] mathchat

Top Hashtags in Tweet in G6:
[95] edchat
[38] edtech
[29] education
[24] teaching
[24] cpchat
[23] mzteachuh
[22] sped
[9] catherinebosley
[8] art
[7] womeninstem

Top Hashtags in Tweet in G7:
[246] edchat
[127] education
[95] edtech
[61] homeschool
[51] homeschooling
[34] teaching
[34] free
[31] startup
[31] school
[29] edtechchat

Top Hashtags in Tweet in G8:
[138] edchat
[31] teachers
[28] distancelearning
[22] edtech
[22] covid19
[20] bookchat
[19] onlinelearning
[16] k12
[16] halloween
[15] englishteacher

Top Hashtags in Tweet in G9:
[115] edchat
[58] teachers
[58] education
[56] edleaders
[51] elemchat
[50] k12
[49] ukedchat
[23] teachertwitter
[14] edutwitter
[13] learning

Top Hashtags in Tweet in G10:
[116] edchat
[45] education
[41] digitaldivide
[41] edtech
[11] thejuicechat
[9] crazypln
[8] professionallearning
[8] microsoftteams
[7] satchat
[7] intedpt

Top Words
Top Words in Tweet in Entire Graph:
[4799] #edchat
[1152] #edtech
[983] #learning
[944] tcea
[858] students
[834] #education
[708] learning
[669] #teachertwitter
[664] #edutwitter
[651] school

Top Words in Tweet in G1:
[870] tcea
[819] #edchat
[788] #learning
[489] #teachertwitter
[363] #edutwitter
[260] #teaching
[222] #edtech
[181] #educoach
[157] meagan_e_kelly
[153] breaking

Top Words in Tweet in G2:
[495] #edchat
[88] #education
[58] students
[52] #edutwitter
[48] school
[48] #edtech
[39] teachers
[33] read
[32] #teachers
[32] #physed

Top Words in Tweet in G3:
[405] #edchat
[96] elmagazine
[94] students
[83] ap
[77] school
[76] tomwhitby
[71] #k12
[57] courses
[54] more
[53] gifted

Top Words in Tweet in G4:
[414] #edchat
[321] #edtech
[205] education
[143] #k12
[128] big
[127] ape
[102] #education
[99] october
[92] #redfored
[92] #tbats

Top Words in Tweet in G5:
[391] #edchat
[146] #edtech
[77] students
[59] math
[50] here's
[48] make
[48] check
[46] time
[46] gt
[41] #education

Top Words in Tweet in G6:
[95] #edchat
[38] #edtech
[34] edutopia
[29] #education
[25] edsurge
[25] educationweek
[24] 21
[24] #teaching
[24] #cpchat
[23] mzteachuh

Top Words in Tweet in G7:
[246] #edchat
[127] #education
[95] #edtech
[61] #homeschool
[53] iste
[51] #homeschooling
[40] more
[39] week
[34] #teaching
[34] #free

Top Words in Tweet in G8:
[138] #edchat
[54] free
[52] pen
[52] pal
[50] students
[50] weareteachers
[50] sharemylesson
[48] aftunion
[47] pronouns
[44] aftteach

Top Words in Tweet in G9:
[115] #edchat
[60] finleyt
[59] brain
[59] blast
[58] #teachers
[58] #education
[56] #edleaders
[51] strategies
[51] #elemchat
[50] tools

Top Words in Tweet in G10:
[116] #edchat
[47] matthiefield
[45] #education
[42] learning
[41] #digitaldivide
[41] #edtech
[23] join
[22] students
[17] getting_smart
[16] learner

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[403] #learning,#edchat
[347] #edtech,#edchat
[312] #edchat,#edutwitter
[293] #edchat,#edtech
[222] #teachertwitter,#learning
[176] #edchat,#education
[174] #edchat,#teaching
[161] #edchat,#k12
[159] breaking,down
[159] down,rubrics

Top Word Pairs in Tweet in G1:
[375] #learning,#edchat
[216] #edchat,#edutwitter
[212] #teachertwitter,#learning
[153] breaking,down
[153] down,rubrics
[153] #edchat,#teaching
[152] rubrics,meagan_e_kelly
[152] meagan_e_kelly,#teachertwitter
[151] tcea,breaking
[111] executive,functioning

Top Word Pairs in Tweet in G2:
[22] #education,#edchat
[22] #edtech,#edchat
[22] #mradampe,#pegeeks
[21] #langarts,#ela
[21] #googleei,#googleet
[21] #googleet,#googlepd
[18] #edchat,#education
[16] #edchat,#3rdchat
[16] #ela,#engchat
[14] #edutwitter,#edchat

Top Word Pairs in Tweet in G3:
[36] #edchat,#k12
[35] ap,courses
[24] compassionate,discipline
[21] #edtech,#edchat
[20] one,way
[20] way,keep
[20] keep,teachers
[20] teachers,part
[20] part,restorative
[20] restorative,process

Top Word Pairs in Tweet in G4:
[127] big,education
[127] education,ape
[99] #edchat,#k12
[92] #redfored,#tbats
[90] #edtech,#edchat
[89] #tbats,#edchat
[76] ape,top
[76] 2021,#redfored
[54] #k12,#learning
[52] #edtech,#education

Top Word Pairs in Tweet in G5:
[128] #edtech,#edchat
[35] #aussieed,#edchat
[34] #science,#nqtchat
[33] make,math
[33] math,moments
[32] #ukedchat,#science
[29] check,live
[29] live,make
[27] gt,gt
[25] here's,today's

Top Word Pairs in Tweet in G6:
[24] #edchat,#edtech
[23] mzteachuh,educational
[23] educational,links
[23] links,10
[23] #teaching,#edchat
[23] #edtech,#education
[23] #education,#mzteachuh
[23] edutopia,weareteachers
[23] weareteachers,mindshiftkqed
[23] the_edu_table,teachthoughtpd

Top Word Pairs in Tweet in G7:
[76] #edchat,#edtech
[69] #edchat,#education
[61] #edtech,#homeschool
[51] #homeschool,#homeschooling
[31] covid,19
[28] reply,back
[28] #digcitcommit,competencies
[28] explore,more
[26] competencies,favorite
[26] favorite,reply

Top Word Pairs in Tweet in G8:
[52] pen,pal
[26] pal,class
[26] class,excited
[26] excited,usps
[26] usps,pen
[26] pal,project
[26] project,free
[26] free,educational
[26] educational,program
[25] weareteachers,pen

Top Word Pairs in Tweet in G9:
[59] brain,blast
[50] #edchat,#teachers
[49] gamification,tools
[49] tools,strategies
[49] strategies,brain
[49] blast,#edchat
[49] #teachers,#k12
[49] #k12,#elemchat
[49] #elemchat,#ukedchat
[49] #ukedchat,#education

Top Word Pairs in Tweet in G10:
[28] #edchat,#edtech
[26] #education,#edchat
[11] #edtech,#education
[11] thirsty,come
[11] come,join
[11] join,carlameyrink
[11] carlameyrink,saturday
[11] saturday,guest
[11] guest,#thejuicechat
[11] #thejuicechat,30

Top Replied-To
Top Replied-To in Entire Graph:
@tomwhitby
@sgthomas1973
@mswreads90
@danacoledares
@msbragg_jbms
@harveyalvy1
@aggieashley
@oldbay84
@skrish2017
@drrobineruiz1

Top Replied-To in G1:
@mrshowell24

Top Replied-To in G3:
@tomwhitby
@sgthomas1973
@mswreads90
@danacoledares
@msbragg_jbms
@harveyalvy1
@oldbay84
@aggieashley
@drrobineruiz1
@kristieferland

Top Replied-To in G4:
@skrish2017
@equityedu
@mrnunesteach
@bigbluebutton
@nehemiahkiv
@techstarteacher
@smithrchris
@codenewbies
@teachtechyela

Top Replied-To in G5:
@ipevo
@newsela
@stclaircollege
@avocaosburn
@solutiontree_ca
@mesterman

Top Replied-To in G6:
@googleexpertuk
@edutopia
@braincures

Top Replied-To in G7:
@chrisemdin
@edsurge

Top Replied-To in G8:
@nassp

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@meagan_e_kelly
@teachthought
@mrshowell24
@pathwy2success
@birdwriter7
@finleyt
@elmagazine
@weareteachers
@wes_kieschnick

Top Mentioned in G1:
@tcea
@meagan_e_kelly
@teachthought
@pathwy2success
@mrshowell24
@diben
@clssroomfreebie
@e_sheninger
@goldedullc
@templatelabcom

Top Mentioned in G2:
@mradampe
@2peasandadog
@region5cc
@simonemorrisent
@3rteachertrain
@viewoverbelfast
@aumeng5
@noapp4pedagogy
@pljimison

Top Mentioned in G3:
@elmagazine
@ascd
@tomwhitby
@shiftparadigm
@sgthomas1973
@harveyalvy1
@jonharper70bd
@cpoole27
@bamradionetwork
@saintfester

Top Mentioned in G4:
@etr_in
@coopmike48
@teachersfirst
@sflok2ask
@mcleod
@tommyspall
@skrish2017
@ucea
@brenhamisd
@uceagsc

Top Mentioned in G5:
@solutiontree
@makemathmoments
@thboogren
@eduappsandmore
@tomschimmerpod
@dramadancecode
@jason_to
@teacherchalky1
@chanelkcalories
@tcea

Top Mentioned in G6:
@edutopia
@edsurge
@educationweek
@weareteachers
@mindshiftkqed
@the_edu_table
@teachthoughtpd
@uscleader
@edsource

Top Mentioned in G7:
@iste
@oodlu_tweets
@eschoolnews
@mr_pelkey
@educationnext
@itlc_lilly
@eduporium
@k12divenews
@edugladiators
@edsurge

Top Mentioned in G8:
@weareteachers
@sharemylesson
@aftunion
@aftteach
@usps
@nassp
@nearpod
@rweingarten
@smilelearning
@newshourextra

Top Mentioned in G9:
@finleyt
@cultofpedagogy
@kyleniemis
@tcea
@savvaslearning
@kamiapp
@pembrokepublish
@niagaraot
@hwotl
@etfo_oceota

Top Mentioned in G10:
@matthiefield
@getting_smart
@co_sumner
@carlameyrink
@msjellman
@kylecraighead85
@k_shelton
@swivl
@girl_who_eats
@sara__tumlin

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paul_cude
@jurylady5
@alhanda
@judehaste_write
@mckbirdbks
@celebrainltd
@coopmike48
@malliardreport
@lizditz

Top Tweeters in G1:
@riyadhalrifai
@svuearp
@googlygirl98
@gdorn1
@stem_nastics
@bloom90
@geekeducator
@castellanoskin3
@canva
@shellterrell

Top Tweeters in G2:
@mjgranger1
@addicted2ginger
@lookforsun
@iconohash
@mytowntutors
@clarkhistorypol
@coolcatteacher
@kellywchris
@carinahilbert
@newsdotlk

Top Tweeters in G3:
@malliardreport
@lizditz
@washingtonpost
@iamdrwill
@mssackstein
@shiftparadigm
@cernovich
@mpit2008
@teachercast
@stopvirtuastalk

Top Tweeters in G4:
@coopmike48
@botcybersec
@getiftech
@nancyosborne180
@scalarhumanity
@ozziearaujo
@crobertbuchanan
@classroomtools
@mrkempnz
@markj_ohnson

Top Tweeters in G5:
@ipythonistabot
@pythonexpertbot
@alicekeeler
@designthinkbot
@vrretweeter
@thespec
@betteastevens
@satyajit1910
@sprintbaseb
@2morrowknight

Top Tweeters in G6:
@googleexpertuk
@marting8177
@ignaciovalle3
@machinelearnflx
@nicochan33
@foxnews
@nypost
@drumeshprabhu
@shi4tech
@inc

Top Tweeters in G7:
@education_24x7
@codewithtwitchi
@korytellers
@rdene915
@ta_morris
@mgcjusa
@jag_____
@edinburgh_forum
@joe4rialtousd
@paulwhankins

Top Tweeters in G8:
@viralvideovlogs
@fourcornersrock
@rweingarten
@trice10552
@kyle2usuccess
@burgessdave
@technolibrary
@valeriabrownedu
@guineetags
@mentalhretweet

Top Tweeters in G9:
@learnteachwin
@seattletimes
@jennbinis
@ncte
@mdawriter
@elegantinab
@kqed
@nexina
@syafiemustafa
@ndeme_sung

Top Tweeters in G10:
@prqosjdyofn1ylj
@smartecocity
@philshapiro
@sarahdateechur
@getting_smart
@steinbrinklaura
@tracyscottkelly
@mtholfsen
@msteamsbot
@tvanderark


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