edchat, Twitter, 1/18/2021 9:14:14 PM, 245925


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edchat_2021-01-18_03-14-01.xlsx
edchat_2021-01-18_03-14-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 18, 2021
Short Description:
edchat via NodeXL https://bit.ly/3qvnLkb
@erik_youngman
@catlin_tucker
@markj_ohnson
@scalarhumanity
@education_24x7
@rdene915
@weareteachers
@jc_james_clark
@do_kinder
@tes

Top hashtags:
#edchat
#education
#edtech
#k12
#remotelearning
#satchat
#teaching
#edutwitter

Description:
Description
The graph represents a network of 6,007 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, 18 January 2021 at 11:25 UTC.

The requested start date was Monday, 18 January 2021 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 4-day, 4-hour, 26-minute period from Wednesday, 13 January 2021 at 20:34 UTC to Monday, 18 January 2021 at 01:01 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 : 6007
Unique Edges : 3436
Edges With Duplicates : 13056
Total Edges : 16492
Number of Edge Types : 5
Mentions : 3649
Retweet : 4680
MentionsInRetweet : 6127
Replies to : 112
Tweet : 1924
Self-Loops : 2046
Reciprocated Vertex Pair Ratio : 0.0365524107523823
Reciprocated Edge Ratio : 0.0705268935236004
Connected Components : 743
Single-Vertex Connected Components : 383
Maximum Vertices in a Connected Component : 4164
Maximum Edges in a Connected Component : 13389
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.708842
Graph Density : 0.000202006527959583
Modularity : 0.423873
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 6,007 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, 18 January 2021 at 11:25 UTC.

The requested start date was Monday, 18 January 2021 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 4-day, 4-hour, 26-minute period from Wednesday, 13 January 2021 at 20:34 UTC to Monday, 18 January 2021 at 01:01 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:
[43] https://internationalmathbee.org
[36] https://m.tiktok.com/v/6918452261194648837.html?_d=secCgYIASAHKAESMgowS%2Bl6NLXJB9ziZVdSebMVdISnkGYxRwdgHpLIp38pxsRndBdMw%2B3eNriC7EqngiH6GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_item_id=6918452261194648837&share_link_id=05FAB839-BF66-4114-AE56-76528E90266E×tamp=1610828272&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[32] https://www.rdene915.com/
[32] http://esheninger.blogspot.com/2021/01/making-headway-with-remote-and-hybrid.html
[31] https://www.ajc.com/news/atlanta-news/ten-percent-of-atlanta-teachers-okd-for-telework-as-district-preps-to-reopen/WRO26FUYHVBRJJ6KZPEHVODOSQ/
[30] http://esheninger.blogspot.com/2021/01/modeling-hybrid-learning-to-support.html
[27] https://oodlu.org/
[18] https://www.edutopia.org/article/daily-ritual-builds-trust-and-community-among-students
[17] https://www.mercurynews.com/2021/01/14/after-dropping-sat-and-act-university-of-california-urged-not-to-add-new-admissions-test/
[17] https://www.retrievalpractice.org/strategies/2019/3/20/recommended-reports?utm_content=buffer28235&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[30] https://www.rdene915.com/
[16] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link
[14] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=2656022011&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-pages-popularity-rank&page=1&langFilter=default#formatSelectorHeader
[13] https://poll.fm/10715107
[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
[11] https://www.teachthought.com/learning/what-is-blooms-taxonomy-a-definition-for-teachers/?platform=hootsuite&utm_source=Twitter
[10] https://www.amazon.com/dp/1953852033/ref=sr_1_5?crid=1FIGGPW0ZWU66&dchild=1&keywords=rachelle+dene+poth&qid=1606592623&sprefix=rachelle+dene+p,stripbooks,167&sr=8-5
[10] https://www.teachthought.com/learning/a-visual-summary-the-most-important-learning-theories/?platform=hootsuite&utm_source=Twitter
[10] https://ditchthattextbook.com/elearning-activities/
[9] https://www.amazon.com/dp/1953852033/ref=cm_sw_r_tw_dp_3tK.FbKK5JCF9

Top URLs in Tweet in G2:
[5] https://www.routledge.com/12-Characteristics-of-Deliberate-Homework/Youngman/p/book/9781003002413?utm_source=individuals&utm_medium=shared_link&utm_campaign=B003023_lr1_1au_7pp_d670_2020projectauthorsasselfpromoters
[4] https://www.edutopia.org/article/bringing-more-classroom-feel-distance-learning?utm_campaign=2021_Social-Media&utm_content=151457078&utm_medium=social&utm_source=twitter&hss_channel=tw-205364544
[2] https://www.edutopia.org/article/daily-ritual-builds-trust-and-community-among-students?utm_content=linkpos8&utm_campaign=weekly-2021-01-13-A&utm_source=edu-newsletter&utm_medium=email
[2] https://therobbreviewblog.com/
[1] https://twitter.com/huntingenglish/status/1350383135595388929
[1] https://twitter.com/Vivgrant/status/1346700525207576577
[1] https://twitter.com/teachbetterteam/status/1349804491068092418
[1] https://twitter.com/agilemario/status/1350806848979529732
[1] https://twitter.com/edutopia/status/1349541999561629696
[1] https://www.edutopia.org/article/5-ways-take-some-distance-out-distance-learning

Top URLs in Tweet in G3:
[5] https://www.mrrobertsonscorner.com/
[4] https://www.instagram.com/accounts/login/
[4] https://tweetedtimes.com/search/iKrips/en?s=rgp
[4] https://tweetedtimes.com/JodiMos?s=rgp
[4] https://iconohash.com:443/
[3] https://www.hmhco.com/think-digital-first/instructional-change-agent
[3] https://www.edutopia.org/article/daily-ritual-builds-trust-and-community-among-students
[2] https://www.chalkbeat.org/2020/12/23/22197906/5-big-questions-miguel-cardona-education-secretary
[2] https://cattsireland.com/onlinetraining/courses/supporting-someone-with-asd-in-the-classroom/
[2] https://twitter.com/pbsteachers/status/1349425858298191872

Top URLs in Tweet in G4:
[5] https://www.rootsofaction.com/service-learning-projects-foster-development/
[3] https://www.edweek.org/leadership/what-student-age-groups-are-most-vulnerable-to-pandemic-related-trauma/2021/01
[2] https://www.teacher2teacher.education/2021/01/14/4-ways-we-can-show-more-grace-empathy-and-compassion-in-our-school-communities/
[2] https://self-reg.ca/were-online-now-what-self-reg-realities-in-our-physical-and-virtual-classrooms/
[2] https://www.youtube.com/watch?v=nYkV43rv3tU&feature=youtu.be

[2] http://rootsofaction.com/blog/initiative-children-adolescents/
[2] https://www.edweek.org/leadership/opinion-empty-promises-of-equity/2021/01
[1] https://twitter.com/mjjohnson1216/status/1350453419761430530
[1] https://www.teacher2teacher.education/2019/01/18/lets-remember-self-care-this-semester/
[1] https://www.thinkingcollaborative.com/

Top URLs in Tweet in G5:
[10] https://www.weareteachers.com/teachers-after-covid/?utm_content=1610487522&utm_medium=social&utm_source=twitter
[10] https://www.weareteachers.com/teaching-is-not-customer-service/?utm_content=1607381087&utm_medium=social&utm_source=twitter
[9] https://www.weareteachers.com/free-teacher-calendar/?utm_content=1609770121&utm_medium=social&utm_source=facebook
[6] https://weareteachers.com/quotes-teaching-pandemic?utm_content=1607614496&utm_medium=social&utm_source=twitter
[5] https://www.usnews.com/news/education-news/articles/2021-01-14/biden-proposes-175-billion-to-reopen-schools
[5] https://www.weareteachers.com/best-tech-tools-for-student-engagement/?utm_content=1610392208&utm_medium=social&utm_source=twitter
[5] https://www.weareteachers.com/breakfast-club/?utm_content=1610487469&utm_medium=social&utm_source=twitter
[3] https://www.weareteachers.com/school-playgrounds/?utm_content=1607380843&utm_medium=social&utm_source=twitter
[3] https://www.edsurge.com/news/2021-01-16-3-reasons-i-m-hopeful-about-the-future-of-education-in-2021-and-beyond
[2] https://www.weareteachers.com/teach-students-real-world-money-skills/?utm_content=1609777809&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G6:
[3] https://catlintucker.com/2021/01/3-tips-for-building-community-online/
[2] https://catlintucker.com/2020/10/concurrent-classroom-with-station-rotation-model/
[2] http://esheninger.blogspot.com/2021/01/making-headway-with-remote-and-hybrid.html
[2] https://mslwheeler.wordpress.com/2021/01/12/grading-tips-for-efficiency-aka-why-the-twitter-community-is-so-awesome/
[1] https://www.edutopia.org/article/daily-ritual-builds-trust-and-community-among-students
[1] https://www.rdene915.com/
[1] https://www.amazon.com/Balance-Blended-Learning-Reimagine-Essentials/dp/1544389523/ref=sr_1_1?keywords=catlin+tucker&qid=1581055186&sr=8-1
[1] https://www.cultofpedagogy.com/6-ed-tech-tools-to-try-in-2021/
[1] https://catlintucker.com/2020/12/farewell-2020-lessons-learned/
[1] https://catlintucker.com/2020/05/7-strategies-to-engage-students-in-synchronous-online-discussions/

Top URLs in Tweet in G7:
[27] http://esheninger.blogspot.com/2021/01/making-headway-with-remote-and-hybrid.html
[23] http://esheninger.blogspot.com/2021/01/modeling-hybrid-learning-to-support.html
[5] https://sharemylesson.com/collections/martin-luther-king-jr-activities#elementary-school-resources
[4] https://sharemylesson.com/blog/scaffolding-rigorous-instruction
[3] https://www.pinterest.com/esheninger/remote-and-hybrid-learning/?invite_code=e572cef224e247ccbfb68ce6384e7829&sender=205476939157212086
[3] https://sharemylesson.com/vc2021/savethedate
[2] http://esheninger.blogspot.com/2020/08/avoiding-synchronous-video-fatigue.html
[2] https://sharemylesson.com/collections/inauguration-day
[2] https://sharemylesson.com/blog/effective-online-discussions
[2] https://sharemylesson.com/teaching-resource/7-ideas-teaching-about-presidential-inauguration-278720

Top URLs in Tweet in G8:
[2] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[2] https://www.linkedin.com/slink?code=grGD75g
[1] https://researchbriefings.files.parliament.uk/documents/CBP-8812/CBP-8812.pdf
[1] https://www.linkedin.com/slink?code=gyaWkcR
[1] https://reimagineresearchwellcome.uk.engagementhq.com/Reimagine-Research/brainstormers/send-us-your-ideas-on-how-to-improve-research-culture?fb_page_type=brainstormer&fb_tool_id=211
[1] https://www.ditchthelabel.org/wp-content/uploads/2020/05/The-Annual-Bullying-Survey-2019-1-2.pdf
[1] https://www.timeshighereducation.com/campus/making-implicit-explicit-improve-online-learning-through-presence

Top URLs in Tweet in G9:
[1] https://www.pinterest.com/esheninger/remote-and-hybrid-learning/?invite_code=e572cef224e247ccbfb68ce6384e7829&sender=205476939157212086

Top URLs in Tweet in G10:
[33] https://m.tiktok.com/v/6918452261194648837.html?_d=secCgYIASAHKAESMgowS%2Bl6NLXJB9ziZVdSebMVdISnkGYxRwdgHpLIp38pxsRndBdMw%2B3eNriC7EqngiH6GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_item_id=6918452261194648837&share_link_id=05FAB839-BF66-4114-AE56-76528E90266E×tamp=1610828272&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[11] https://www.varsitytutors.com/courses/Microsoft-Accessibility-Tools-for-Students-with-Dyslexia/dp/6c900b0c-e446-4077-95fe-b68465c642cd
[1] https://www.tiktok.com/@mtholfsen
[1] https://www.youtube.com/watch?v=wtQbMdqXjxQ&list=PLdHjJccRYryPeh0rv5HSHPpmQxzd3n0Kt&index=1

[1] https://nam06.safelinks.protection.outlook.com/?url=https%3A%2F%2Fdownload.microsoft.com%2Fdownload%2Fa%2Ff%2F9%2Faf9d904f-da6e-4acc-ac81-60dcabf9a52d%2FMicrosoft%2520365%2520Terms%2520Glossary%2520v05.pdf&data=04%7C01%7Cmichtho%40microsoft.com%7C35b1549a4e24481e125f08d88ada1cc7%7C72f988bf86f141af91ab2d7cd011db47%7C0%7C0%7C637412016684633576%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=47o5x9%2FWHCAGw1EsXiRwWutzFHotNgm4hj5IQDo3hF0%3D&reserved=0
[1] https://poll.fm/10715107
[1] https://edu.rsc.org/education-research/4-tips-for-using-testing-to-assist-learning/4012916.article

Top Domains
Top Domains in Tweet in Entire Graph:
[303] twitter.com
[141] blogspot.com
[138] mzteachuh.org
[120] youtube.com
[109] thepaperlesstrail.com
[81] edtechreview.in
[78] amazon.com
[78] weareteachers.com
[71] google.com
[62] edutopia.org

Top Domains in Tweet in G1:
[138] mzteachuh.org
[78] edtechreview.in
[58] blogspot.com
[53] amazon.com
[52] twitter.com
[41] youtube.com
[33] rdene915.com
[33] edsurge.com
[25] google.com
[25] teachthought.com

Top Domains in Tweet in G2:
[10] edutopia.org
[5] routledge.com
[5] twitter.com
[2] therobbreviewblog.com
[1] blogspot.com
[1] weareteachers.com
[1] iste.org
[1] youtube.com

Top Domains in Tweet in G3:
[74] twitter.com
[16] careerarc.com
[14] 2peasandadog.com
[9] edutopia.org
[8] tweetedtimes.com
[8] iconohash.com
[7] google.com
[7] thinkogram.com
[6] youtube.com
[5] instagram.com

Top Domains in Tweet in G4:
[7] rootsofaction.com
[6] edweek.org
[4] amazon.com
[3] teacher2teacher.education
[3] ccee.org
[3] constantcontact.com
[2] twitter.com
[2] self-reg.ca
[2] adunsiger.com
[2] youtube.com

Top Domains in Tweet in G5:
[63] weareteachers.com
[5] usnews.com
[3] psychologytoday.com
[3] edsurge.com
[2] huffpost.com
[2] twitter.com
[1] k12dive.com
[1] districtadministration.com
[1] edutopia.org
[1] cultofpedagogy.com

Top Domains in Tweet in G6:
[8] catlintucker.com
[3] blogspot.com
[3] twitter.com
[2] weareteachers.com
[2] wordpress.com
[1] edutopia.org
[1] rdene915.com
[1] amazon.com
[1] cultofpedagogy.com
[1] facebook.com

Top Domains in Tweet in G7:
[52] blogspot.com
[38] sharemylesson.com
[6] edulastic.com
[5] youtube.com
[4] twitter.com
[3] pinterest.com
[2] nytimes.com
[2] simplecast.com
[2] districtadministration.com
[2] edtrust.org

Top Domains in Tweet in G8:
[3] linkedin.com
[2] crowdjustice.com
[1] parliament.uk
[1] engagementhq.com
[1] ditchthelabel.org
[1] timeshighereducation.com

Top Domains in Tweet in G9:
[1] pinterest.com

Top Domains in Tweet in G10:
[34] tiktok.com
[11] varsitytutors.com
[1] youtube.com
[1] outlook.com
[1] poll.fm
[1] rsc.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4497] edchat
[1270] education
[1126] edtech
[790] k12
[631] remotelearning
[447] satchat
[335] teaching
[319] edutwitter
[212] teachers
[209] teachertwitter



Top Hashtags in Tweet in G1:
[976] edchat
[531] edtech
[515] education
[244] k12
[203] teaching
[126] mzteachuh
[121] sped
[99] edtechchat
[85] suptchat
[81] elearning

Top Hashtags in Tweet in G2:
[380] edchat
[353] education
[349] remotelearning
[347] k12
[347] satchat
[6] edtech
[6] growthmindset
[6] waledchat
[5] remoteteaching
[5] distancelearning

Top Hashtags in Tweet in G3:
[540] edchat
[82] education
[72] edtech
[59] edutwitter
[53] teachers
[48] teaching
[35] teacher
[31] teachertwitter
[29] elearning
[29] sschat

Top Hashtags in Tweet in G4:
[108] edchat
[40] teachertwitter
[21] buildhopeedu
[19] wednesdaywisdom
[13] edugladiators
[12] kidsdeserveit
[11] education
[9] satchat
[9] bekindedu
[9] codebreaker

Top Hashtags in Tweet in G5:
[221] edchat
[79] k12
[61] teachertwitter
[34] leadupchat
[24] blackhistorymonth
[18] remotelearning
[13] edleadership
[11] satchat
[8] leadership
[7] education

Top Hashtags in Tweet in G6:
[38] edchat
[18] education
[11] k12
[11] blendedlearning
[10] satchat
[10] remotelearning
[7] onlinelearning
[6] edtech
[6] edutwitter
[4] atassessment

Top Hashtags in Tweet in G7:
[169] edchat
[49] suptchat
[43] edutwitter
[42] digilead
[35] distancelearning
[30] hybridlearning
[27] edtech
[24] mlk
[22] thursdayvibes
[21] ptech

Top Hashtags in Tweet in G8:
[9] edchat
[6] phdchat
[5] researchculture
[5] stem
[5] highered
[4] scicomm
[4] he
[3] scipol
[3] lablife
[3] gradchat

Top Hashtags in Tweet in G9:
[11] edchat
[5] issedu
[3] udl
[3] remotelearning
[3] cisinspires
[2] inclusion
[2] studentvoice
[2] makered
[2] education
[2] k12

Top Hashtags in Tweet in G10:
[41] edchat
[36] edtech
[35] mieexpert
[11] educator
[11] accessibility
[3] microsoftedu
[3] remotelearning
[3] education
[2] k12
[2] satchat

Top Words
Top Words in Tweet in Entire Graph:
[4497] #edchat
[1568] students
[1269] #education
[1130] #edtech
[1077] learning
[790] #k12
[714] education
[632] more
[631] #remotelearning
[582] teachers

Top Words in Tweet in G1:
[976] #edchat
[533] #edtech
[515] #education
[245] learning
[244] #k12
[203] #teaching
[173] mzteachuh
[150] students
[140] rdene915
[138] edsurge

Top Words in Tweet in G2:
[380] #edchat
[358] erik_youngman
[353] #education
[350] ways
[349] #remotelearning
[347] six
[347] thrive
[347] educator
[347] add
[347] #k12

Top Words in Tweet in G3:
[540] #edchat
[98] students
[82] #education
[72] #edtech
[70] learning
[65] teachers
[59] #edutwitter
[53] #teachers
[53] school
[48] #teaching

Top Words in Tweet in G4:
[126] love
[108] #edchat
[73] nowakro
[54] teacher2teacher
[48] leaders
[47] need
[44] students
[40] #teachertwitter
[37] drmarciatate
[34] justice

Top Words in Tweet in G5:
[221] #edchat
[142] weareteachers
[79] #k12
[61] #teachertwitter
[53] life
[42] right
[40] important
[34] #leadupchat
[33] schoolleadnow
[29] more

Top Words in Tweet in G6:
[205] catlin_tucker
[204] students
[171] learning
[168] online
[165] feel
[164] more
[164] engage
[164] take
[164] risks
[164] connected

Top Words in Tweet in G7:
[169] #edchat
[71] learning
[70] e_sheninger
[55] hybrid
[55] sharemylesson
[49] #suptchat
[43] #edutwitter
[43] resources
[42] #digilead
[42] remote

Top Words in Tweet in G8:
[22] reneebleau
[22] dbetteracademia
[22] suzanne_garrett
[22] braincures
[21] marikasboros
[20] do_kinder
[20] dgurdasani1
[18] morimahmoudi
[16] evidencebase_im
[13] proftim

Top Words in Tweet in G9:
[453] students
[298] special
[298] education
[148] leeannjung
[148] ieps
[148] aren
[148] general
[148] receive
[146] educati
[11] #edchat

Top Words in Tweet in G10:
[139] microsoft
[126] mtholfsen
[106] forms
[93] lots
[73] tips
[72] video
[72] tutorial
[72] top
[72] 25
[72] tricks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[426] #edchat,#edtech
[425] #k12,#edchat
[407] ways,thrive
[407] #edchat,#satchat
[396] #education,#k12
[381] add,#education
[380] six,ways
[380] thrive,educator
[380] educator,add
[380] #satchat,#remotelearning

Top Word Pairs in Tweet in G1:
[236] #edchat,#edtech
[205] #edtech,#education
[139] #teaching,#edchat
[134] #education,#edchat
[126] #education,#mzteachuh
[120] #mzteachuh,#sped
[105] #edtech,#edchat
[102] #sped,edutopia
[97] edutopia,teachthought
[97] teachthought,weareteachers

Top Word Pairs in Tweet in G2:
[347] six,ways
[347] ways,thrive
[347] thrive,educator
[347] educator,add
[347] add,#education
[347] #education,#k12
[347] #k12,#edchat
[347] #edchat,#satchat
[347] #satchat,#remotelearning
[346] erik_youngman,six

Top Word Pairs in Tweet in G3:
[42] #edchat,#edtech
[22] #education,#edchat
[21] #edtech,#education
[20] #mathchat,#scichat
[19] #edutwitter,#edchat
[19] #mlearning,#elearning
[19] #classroom,#edchat
[18] #edoxi,#virtual
[18] #virtual,#classroom
[18] #education,#edapp

Top Word Pairs in Tweet in G4:
[31] need,leaders
[31] leaders,love
[31] love,money
[31] money,love
[31] love,justice
[31] justice,love
[31] love,publicity
[31] publicity,love
[31] love,humanity
[30] nowakro,need

Top Word Pairs in Tweet in G5:
[68] #edchat,#k12
[50] #teachertwitter,#edchat
[36] life,right
[36] right,#teachertwitter
[35] weareteachers,life
[24] more,important
[24] important,dig
[24] dig,deep
[24] deep,leader
[24] leader,communities

Top Word Pairs in Tweet in G6:
[164] students,more
[164] more,engage
[164] engage,take
[164] take,risks
[164] risks,feel
[164] feel,connected
[164] connected,peers
[164] peers,online
[164] online,nurturing
[164] nurturing,learning

Top Word Pairs in Tweet in G7:
[52] hybrid,learning
[32] learning,#edchat
[29] remote,hybrid
[27] making,headway
[27] headway,remote
[27] aftunion,aftteach
[25] #distancelearning,aftunion
[24] e_sheninger,making
[23] modeling,hybrid
[23] learning,support

Top Word Pairs in Tweet in G8:
[21] braincures,marikasboros
[20] dgurdasani1,dbetteracademia
[16] dbetteracademia,morimahmoudi
[16] morimahmoudi,reneebleau
[16] reneebleau,suzanne_garrett
[16] suzanne_garrett,evidencebase_im
[16] evidencebase_im,braincures
[13] do_kinder,dgurdasani1
[13] marikasboros,proftim
[6] proftimnoakes,criminotweet

Top Word Pairs in Tweet in G9:
[296] education,students
[150] special,education
[148] leeannjung,students
[148] students,ieps
[148] ieps,aren
[148] aren,special
[148] students,general
[148] general,education
[148] students,receive
[148] receive,special

Top Word Pairs in Tweet in G10:
[105] microsoft,forms
[72] video,tutorial
[72] tutorial,top
[72] top,25
[72] 25,tips
[72] tips,tricks
[72] tricks,microsoft
[72] forms,start
[72] start,year
[72] year,right

Top Replied-To
Top Replied-To in Entire Graph:
@techwithbecky
@mraspinall
@dgurdasani1
@clevermisty
@rossthomson26
@ictevangelist
@psja_voice
@newsela
@ipevo
@commonlit

Top Replied-To in G1:
@techwithbecky
@tanna_kincaid
@meredithakers
@kristinkipp
@thomascmurray
@e_sheninger
@nancyinlux1
@joelindenmann

Top Replied-To in G2:
@erik_youngman

Top Replied-To in G7:
@ebpursues
@pathwaysintech

Top Replied-To in G8:
@dgurdasani1
@rossthomson26
@jeremyfarrar
@proftimnoakes

Top Mentioned
Top Mentioned in Entire Graph:
@erik_youngman
@weareteachers
@catlin_tucker
@leeannjung
@rdene915
@edsurge
@mtholfsen
@edsource
@edutopia
@teachthought

Top Mentioned in G1:
@edsurge
@rdene915
@teachthought
@weareteachers
@edutopia
@mindshiftkqed
@the_edu_table
@teachthoughtpd
@educationdive
@uscleader

Top Mentioned in G2:
@erik_youngman
@edutopia
@erobbprincipal
@beyond_the_desk
@miss_baumeister
@mrpstrunk
@shap
@s_louis10
@sharemylesson
@socialstudiesss

Top Mentioned in G3:
@2peasandadog
@3rteachertrain
@joshieg9
@missrobertsy6
@team_satchel
@smartixedtech
@cattsireland
@beartrust

Top Mentioned in G4:
@nowakro
@teacher2teacher
@drmarciatate
@misskrafferty
@draalbahrani
@tracylafreniere
@avivaloca
@susancolton2
@clegleiter
@jaimechase17

Top Mentioned in G5:
@weareteachers
@schoolleadnow
@heffrey
@leighmragsdale
@principalpaul
@wadestanford
@ginarich_1111
@leadupnow
@ohschoolboards
@erik_youngman

Top Mentioned in G6:
@catlin_tucker
@erik_youngman
@e_sheninger
@weareteachers
@rdene915
@tomschimmer
@garnet_hillman
@mandystalets
@dhl_edu
@livelearningca

Top Mentioned in G7:
@e_sheninger
@sharemylesson
@aftunion
@rashidfdavis
@aftteach
@wes_kieschnick
@edulastic
@storylineonline
@doechancellor
@nycschools

Top Mentioned in G8:
@reneebleau
@dbetteracademia
@suzanne_garrett
@braincures
@marikasboros
@do_kinder
@morimahmoudi
@dgurdasani1
@evidencebase_im
@proftim

Top Mentioned in G9:
@leeannjung
@luke_meinen_
@erik_youngman
@e_sheninger
@weareteachers
@misterben20
@catlin_tucker

Top Mentioned in G10:
@mtholfsen
@powerpoint
@microsoft
@merylkevans
@catlin_tucker
@erik_youngman
@rsc_eic
@thriveinedu
@limewingtalents

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@cybersec_feeds
@kat4obama
@celebrainltd
@billm9
@iartg
@femtech_
@bannerite

Top Tweeters in G1:
@chidambara09
@eraser
@ssxman2
@researchmrx
@gadflyquebec
@designthinkbot
@mzteachuh
@flipgrid
@delunavintage
@iamdrwill

Top Tweeters in G2:
@marshawright
@wagjuer
@algierslady
@gdorn1
@erobbprincipal
@demekasimmons
@global79619367
@reygarbernal
@mrpotter
@icangcuts

Top Tweeters in G3:
@wmchamberlain
@iconohash
@jeremydbond
@craigyen
@beartrust
@acampbell99
@rimwellc
@cristama
@wkrakower
@21stprincipal

Top Tweeters in G4:
@avivaloca
@dianadi58
@twowisegals
@educationweek
@teacher2teacher
@raffi_rc
@cybraryman1
@pcalleypbvusd
@imsouthern
@annielynn215

Top Tweeters in G5:
@kenikewahine78
@safetymentalst
@medpierre
@fourcornersrock
@terriah01
@smgaillard
@bethhill2829
@wadestanford
@gothamknowledge
@misstomrstomom

Top Tweeters in G6:
@loivnoeled
@rozali53
@todayshow
@saifurrehman_m
@thartman2u
@deyaniras
@jennifernking
@ayizes
@verenanz
@abidisays

Top Tweeters in G7:
@viralvideovlogs
@ronpyke
@thatvdovault
@rweingarten
@bot_twlehrerz
@stopvirtuastalk
@phwampfler
@aftunion
@tastenspieler
@derfreitag

Top Tweeters in G8:
@googleexpertuk
@drumeshprabhu
@realscientists
@wef
@rossthomson26
@timeshighered
@schneiderleonid
@mbalter
@jolyonmaugham
@hrw

Top Tweeters in G9:
@jadzia_1
@lisameade23
@allisonrae2
@kenn_kate
@tweetsomemoore
@suemacv
@cindydalglish
@flayhartc
@viviangauvin
@r_hanlon575

Top Tweeters in G10:
@merylkevans
@p_hendrickson
@mtholfsen
@accrete
@sdtitmas
@teresaflutemath
@mcarabali
@claganach
@mobb_mum
@cristin_kennedy


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