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edchat_2020-09-21_02-45-31.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2020
Short Description:
edchat via NodeXL https://bit.ly/2FGZaau
@markj_ohnson
@catlin_tucker
@jc_james_clark
@mtholfsen
@scalarhumanity
@rdene915
@courosa
@e_sheninger
@erik_youngman
@drmarciatate

Top hashtags:
#edchat
#edtech
#education
#remotelearning
#edutwitter
#distancelearning
#k12

Description:
Description
The graph represents a network of 5,846 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, 21 September 2020 at 09:56 UTC.

The requested start date was Monday, 21 September 2020 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 4-day, 3-hour, 28-minute period from Wednesday, 16 September 2020 at 13:33 UTC to Sunday, 20 September 2020 at 17:02 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 : 5846
Unique Edges : 3177
Edges With Duplicates : 11831
Total Edges : 15008
Number of Edge Types : 5
Retweet : 4720
MentionsInRetweet : 5964
Replies to : 107
Tweet : 2031
Mentions : 2186
Self-Loops : 2147
Reciprocated Vertex Pair Ratio : 0.0375092661230541
Reciprocated Edge Ratio : 0.0723063732494999
Connected Components : 722
Single-Vertex Connected Components : 338
Maximum Vertices in a Connected Component : 4011
Maximum Edges in a Connected Component : 11624
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.915197
Graph Density : 0.000204800310917191
Modularity : 0.449068
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 5,846 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, 21 September 2020 at 09:56 UTC.

The requested start date was Monday, 21 September 2020 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 4-day, 3-hour, 28-minute period from Wednesday, 16 September 2020 at 13:33 UTC to Sunday, 20 September 2020 at 17:02 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:
[87] https://www.pinterest.com/esheninger/remote-and-hybrid-learning/?invite_code=92a66e2fc488430080d8de634bff576d&sender=205476939157212086
[72] https://catlintucker.com/2020/01/growth-over-time/
[65] 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
[50] https://www.twoscreensforteachers.org/
[41] https://www.cultofpedagogy.com/curation/
[35] https://www.rdene915.com/
[26] 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
[24] https://oodlu.org/
[21] https://blog.tcea.org/10-chrome-ifying-tips-tricks/
[20] https://www.nytimes.com/2020/09/18/us/remote-learning-tiktok.html

Top URLs in Tweet in G1:
[44] https://www.twoscreensforteachers.org/
[32] https://www.rdene915.com/
[25] 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
[12] https://web.cvent.com/event/6ef5671f-dff5-4263-a774-3da15dab58c8/websitePage:d96aee74-d6aa-4c93-8bcb-048abaf2c09e
[11] https://www.youtube.com/playlist?list=PL3y85TmZlOLfNZFUQaFOpCPMmEd5jI_jQ

[9] 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
[8] https://foreverfitsummit.com/
[7] https://bookcamppd.com/fall-winter-poll-2020/
[6] https://www.edutopia.org/article/helping-teachers-feel-more-confident-about-distance-learning
[6] https://Task.OnlineClock.net

Top URLs in Tweet in G2:
[6] https://www.mrrobertsonscorner.com/
[5] http://itunes.apple.com/us/app/pythagorean-calculator/id495387401?mt=8&ls=1
[4] https://www.amazon.co.uk/Mean-Little-Cow-Michala-Leyland/dp/1916384404/ref=sr_1_1?dchild=1&keywords=Mean+Little+Cow&qid=1588846151&s=books&sr=1-1
[4] https://tweetedtimes.com/search/iKrips/en?s=rgp
[4] https://tweetedtimes.com/JodiMos?s=rgp
[4] http://tinyurl.com/6n3bxrw
[4] http://itunes.apple.com/us/app/geometry-area-calculator/id492594326?mt=8
[3] https://www.itmanagement101.co.uk/teaching-yourself-and-your-kids-to-program/
[3] https://iconohash.com:443/
[3] http://itunes.apple.com/us/app/addition-fun-house/id517766057?mt=8&ls=1

Top URLs in Tweet in G3:
[4] https://docs.google.com/forms/d/e/1FAIpQLSdrKdM2BkzB4YYLteOStaA62ytGREuQD0ioxaQOWzSa7fsIoQ/viewform?usp=send_form
[3] https://www.sfecich.com/edumagic
[2] https://www.global-edtech.com/immersive-learning-using-kalam-labs/
[2] https://www.global-edtech.com/teaching-biology-using-augmented-reality/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DrpeLJ2gDmEs%26list%3DPLdHjJccRYryMeenydtJLqcF2IJb8PnE4L%26index%3D5%26t%3D0sFull&q=EgS4SO-bGOfwofsFIhkA8aeDS4PrTQGEmVIjwpzYUlOUBe0WmsJiMgFy
[1] https://support.microsoft.com/office/teams-features-by-platform-debe7ff4-7db4-4138-b7d0-fcc276f392d3
[1] https://www.youtube.com/playlist?list=PLdHjJccRYryMeenydtJLqcF2IJb8PnE4L

[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DMnMtPq0zpLw%26list%3DPLdHjJccRYryMc_bPsdhWKubx-8xdUSe_p%26index%3D4%26t%3D0s&q=EgS4SO-bGOvuofsFIhkA8aeDS8_NT8o3iXYSbglHIF6Y49G7jcQqMgFy
[1] https://www.global-edtech.com/rethinking-education-for-the-4th-industrial-revolution/
[1] https://www.youtube.com/channel/UCWb-gCpQlA5vC5bk2sKroNg

Top URLs in Tweet in G4:
[76] https://www.pinterest.com/esheninger/remote-and-hybrid-learning/?invite_code=92a66e2fc488430080d8de634bff576d&sender=205476939157212086
[15] http://esheninger.blogspot.com/2020/09/developing-sel-competencies-through.html
[12] https://www.huffpost.com/entry/ways-kids-pay-attention-remote-learning_l_5f624a27c5b6ba9eb6e893f3
[9] http://esheninger.blogspot.com/2020/09/empathetic-remote-and-hybrid-learning.html
[7] http://esheninger.blogspot.com/2020/09/a-pedagogical-framework-for-managing.html
[3] https://www.edutopia.org/article/4-focus-areas-school-leaders-fall
[2] http://esheninger.blogspot.com/2020/08/avoiding-synchronous-video-fatigue.html
[2] http://www.spencerauthor.com/5-ways-build-relationships/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.quizizz.com%2Fbeyond-new-normal-on-quizizz-79f53b2a842%3Futm_campaign%3Dpubler%26utm_medium%3DITLC-Lilly%26utm_source%3Dfb_page
[2] https://www.simpliteach.com/online-teaching-challenges/?utm_source=fb_page&utm_medium=ITLC-Lilly&utm_campaign=publer

Top URLs in Tweet in G5:
[63] https://catlintucker.com/2020/01/growth-over-time/
[4] http://edtechpicks.org/2017/05/an-online-drawing-tool-that-makes-everyone-an-artist-autodraw?utm_content=bufferb8589&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.popk.com/2020/09/08/introductory-programming-courses-from-mit/
[2] https://catlintucker.com/2020/05/traits-of-a-successful-online-teacher/
[2] https://catlintucker.com/2020/06/racial-injustice-teaching-resources/
[2] https://catlintucker.com/2020/09/concurrent-classroom-blended-learning-models/
[2] https://catlintucker.com/2020/08/video-conferencing-establishing-routines-online/
[2] https://catlintucker.com/2020/07/flipped-learning-flow-for-blended-or-online/
[2] https://catlintucker.com/2020/08/asynchronous-vs-synchronous/
[2] https://www.bigideaproject.org/re-educate/Only

Top URLs in Tweet in G6:
[3] http://esheninger.blogspot.com/2020/09/developing-sel-competencies-through.html
[2] https://www.pinterest.com/esheninger/remote-and-hybrid-learning/?invite_code=92a66e2fc488430080d8de634bff576d&sender=205476939157212086
[1] https://self-reg.ca/wp-content/uploads/2020/06/Visual_KW_Behaviour_Is_Communication.png
[1] https://www.remote-learner.com/the-promise-of-ld-roi-part-2/
[1] https://www.remote-learner.com/spotlight/motrain/
[1] https://www.remote-learner.com/spotlight/go1/
[1] https://www.remote-learner.com/the-promise-of-ld-roi/
[1] https://www.punkrockclassrooms.com/blog/myfriendslookoutformelikefamily
[1] https://static1.squarespace.com/static/5ad8fe065b409b07609cb7ae/t/5cd871d3f1d943000151f91d/1557688788114/HomeworkWhySheetv3.pdf
[1] https://twitter.com/mr_abee_tweets/status/1306273625750884354

Top URLs in Tweet in G7:
[3] https://catlintucker.com/2020/01/growth-over-time/
[3] http://www.tipbs.com/
[2] https://www.mssackstein.com/post/start-of-school-series-giving-effective-feedback
[1] https://www.mssackstein.com/post/start-of-school-series-selecting-standards-and-building-progressions-for-mastery-learning
[1] https://twitter.com/mssackstein/status/1307632412323700740
[1] 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
[1] https://resilienteducator.com/classroom-resources/classroom-stress-relievers/
[1] http://esheninger.blogspot.com/2020/09/empathetic-remote-and-hybrid-learning.html

Top URLs in Tweet in G8:
[6] https://www.cbc.ca/news/canada/saskatchewan/covid-19-regina-public-school-board-online-learning-1.5730467
[2] https://www.tiktok.com/@kenziiewenz
[1] https://www.eventbrite.ca/e/institutional-racism-and-the-implications-for-faculties-of-education-tickets-119002352239?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&utm-source=strongmail&utm-term=listing
[1] https://www.cbc.ca/news/canada/virtual-school-start-challenge-1.5723638?__vfz=medium%3Dsharebar
[1] https://rapidqmra.shinyapps.io/Rapid_QMRA/
[1] https://www.esquire.com/news-politics/a34028673/parenting-pandemic-zoom-school/?utm_source=digg
[1] http://videopuppets.com
[1] https://www.pinterest.com/esheninger/remote-and-hybrid-learning/?invite_code=92a66e2fc488430080d8de634bff576d&sender=205476939157212086

Top URLs in Tweet in G9:
[16] https://blog.tcea.org/10-chrome-ifying-tips-tricks/
[8] https://www.boredteachers.com/classroom-management/25-fun-classroom-brain-breaks-that-maintain-social-distancing
[5] https://www.huffpost.com/entry/ways-kids-pay-attention-remote-learning_l_5f624a27c5b6ba9eb6e893f3
[4] https://www.weareteachers.com/ways-to-beat-zoom-fatigue/
[3] https://www.boredteachers.com/teaching-and-career-tips/10-simple-tricks-to-improve-your-posture-while-teaching
[3] https://www.drdouggreen.com/2020/robot-mobility-ai-trends-august-2020-neural-networks-imagination/
[3] https://www.drdouggreen.com/2020/grammar-can-kill-adaptive-leadership-guide-why-maps-matter/
[2] https://www.weareteachers.com/culturally-responsive-teaching-plc/?utm_source=WAT&utm_medium=TW&utm_campaign=Britannica_1912_Art&utm_content=1599767327
[2] https://thebasiclifeofbrooke.com/how-to-play-virtual-bingo-during-a-google-meet/
[2] https://www.edutopia.org/article/how-using-little-sign-language-can-improve-online-classes

Top URLs in Tweet in G10:
[16] https://www.nytimes.com/2020/09/18/us/remote-learning-tiktok.html
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3371_10_zoom_meeting_activities_for_distance_learning.htm
[3] https://www.edsurge.com/news/2020-09-15-is-learning-on-zoom-the-same-as-in-person-not-to-your-brain
[3] https://www.kqed.org/mindshift/56650/were-all-new-this-year-how-advice-for-rookie-teachers-can-help-everyone-during-virtual-learning
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3376_teaching_tool._turn_any_website_into_interactive_virtual_lesson.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3370_tips_tricks_tech_tidbits.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3372_making_plan_covid_friendly_classroom.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3375_the_things_i_can_control_bingo_poster_fun_freebie.htm
[2] https://www.edsurge.com/news/2020-09-15-is-learning-on-zoom-the-same-as-in-person-not-to-your-brain?utm_content=buffer07737&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2020-01-27-the-emerging-story-of-burnout-in-educational-design?utm_content=buffer34e1a&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer

Top Domains
Top Domains in Tweet in Entire Graph:
[277] twitter.com
[167] blogspot.com
[119] google.com
[102] thepaperlesstrail.com
[88] pinterest.com
[87] catlintucker.com
[81] youtube.com
[66] edutopia.org
[65] routledge.com
[57] edsurge.com

Top Domains in Tweet in G1:
[44] rdene915.com
[44] twoscreensforteachers.org
[29] amazon.com
[26] teacherfy.com
[25] edutopia.org
[25] twitter.com
[17] youtube.com
[17] teacherspayteachers.com
[16] blogspot.com
[15] neolms.com

Top Domains in Tweet in G2:
[54] twitter.com
[16] co.uk
[15] apple.com
[14] youtube.com
[14] careerarc.com
[11] iconohash.com
[10] blogspot.com
[10] 2peasandadog.com
[9] edutopia.org
[8] paper.li

Top Domains in Tweet in G3:
[6] google.com
[5] global-edtech.com
[3] sfecich.com
[2] youtube.com
[1] microsoft.com
[1] edsurge.com
[1] practicaledtech.com
[1] adobe.com
[1] classtechtips.com
[1] bookcreator.com

Top Domains in Tweet in G4:
[76] pinterest.com
[35] blogspot.com
[12] huffpost.com
[12] edutopia.org
[6] twitter.com
[4] edsurge.com
[3] spencerauthor.com
[2] apple.com
[2] ascd.org
[2] medium.com

Top Domains in Tweet in G5:
[77] catlintucker.com
[8] popk.com
[6] edtechpicks.org
[2] bigideaproject.org
[2] googleblog.com
[2] everfi.com
[2] pinterest.com
[2] twoscreensforteachers.org
[1] amazon.com
[1] cultofpedagogy.com

Top Domains in Tweet in G6:
[4] remote-learner.com
[3] blogspot.com
[2] pinterest.com
[1] self-reg.ca
[1] punkrockclassrooms.com
[1] squarespace.com
[1] twitter.com

Top Domains in Tweet in G7:
[3] mssackstein.com
[3] catlintucker.com
[3] tipbs.com
[1] twitter.com
[1] routledge.com
[1] resilienteducator.com
[1] blogspot.com

Top Domains in Tweet in G8:
[7] cbc.ca
[2] tiktok.com
[1] eventbrite.ca
[1] shinyapps.io
[1] esquire.com
[1] videopuppets.com
[1] pinterest.com

Top Domains in Tweet in G9:
[23] tcea.org
[12] boredteachers.com
[11] drdouggreen.com
[8] weareteachers.com
[5] huffpost.com
[3] makermaven.net
[2] twitter.com
[2] thebasiclifeofbrooke.com
[2] edutopia.org
[2] maneuveringthemiddle.com

Top Domains in Tweet in G10:
[31] edsurge.com
[19] teacheridea.com
[16] nytimes.com
[6] mzteachuh.org
[4] districtadministration.com
[3] teachthought.com
[3] kqed.org
[2] echo360.com
[2] youtu.be
[2] giphy.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4474] edchat
[917] edtech
[733] education
[384] remotelearning
[337] edutwitter
[299] distancelearning
[293] k12
[243] microsoftteams
[220] teachers
[193] elearning



Top Hashtags in Tweet in G1:
[527] edchat
[287] edtech
[219] education
[180] k12
[105] distancelearning
[74] elearning
[62] sel
[51] teaching
[45] tlap
[44] elemchat

Top Hashtags in Tweet in G2:
[509] edchat
[100] education
[70] edtech
[39] teachers
[30] teaching
[27] learning
[25] edutwitter
[23] teachertwitter
[22] mathchat
[22] math

Top Hashtags in Tweet in G3:
[224] microsoftteams
[28] edchat
[19] edtech
[7] isteten
[5] mieexpert
[5] education
[5] elearning
[5] ukedustories
[4] powerpoint
[4] microsoft

Top Hashtags in Tweet in G4:
[184] edchat
[107] edutwitter
[104] remotelearning
[29] suptchat
[26] cpchat
[15] choice
[15] voice
[12] hybridlearning
[10] leaderedchat
[8] highered

Top Hashtags in Tweet in G5:
[119] edchat
[22] blendedlearning
[18] onlinelearning
[17] edtech
[6] education
[6] issedu
[5] remotelearning
[5] coding
[4] autodraw
[4] digitalliteracy

Top Hashtags in Tweet in G6:
[74] edchat
[24] buildhopeedu
[15] joyfulleaders
[13] leadlap
[12] tlap
[11] bekindedu
[11] petecanavan
[10] suptchat
[9] susancolton
[8] betheone

Top Hashtags in Tweet in G7:
[154] edchat
[112] kindnessmatters
[7] catherinebosley
[2] sunchat
[2] tlapdownuunder
[2] aussieed
[2] traumainformed
[2] edutwitter
[1] bfc530
[1] corechat

Top Hashtags in Tweet in G8:
[103] edchat
[9] saskedchat
[4] edtech
[3] mypdtoday
[2] highered
[2] edthink
[2] noheakindreds
[1] edi
[1] racism
[1] eci833

Top Hashtags in Tweet in G9:
[88] edchat
[48] remotelearning
[35] edtech
[17] edutwitter
[16] chromebook
[16] education
[12] cpchat
[7] teachertwitter
[6] tlchat
[6] onlinelearning

Top Hashtags in Tweet in G10:
[121] edchat
[24] edtech
[20] remotelearning
[19] elemchat
[18] distancelearning
[11] einsteinfellows20
[11] 4thchat
[11] 5thchat
[11] 6thchat
[11] 7thchat

Top Words
Top Words in Tweet in Entire Graph:
[4473] #edchat
[946] students
[921] #edtech
[870] learning
[790] teachers
[733] #education
[621] school
[459] more
[453] teaching
[427] join

Top Words in Tweet in G1:
[527] #edchat
[291] #edtech
[219] #education
[180] #k12
[146] learning
[145] rdene915
[138] teachers
[105] #distancelearning
[98] check
[92] students

Top Words in Tweet in G2:
[508] #edchat
[100] #education
[70] #edtech
[69] students
[52] school
[45] learning
[39] #teachers
[36] teachers
[35] more
[34] help

Top Words in Tweet in G3:
[253] mtholfsen
[224] #microsoftteams
[133] teachers
[132] site
[132] features
[132] platform
[131] asked
[131] listened
[131] launched
[131] shows

Top Words in Tweet in G4:
[184] #edchat
[128] remote
[120] e_sheninger
[112] learning
[107] #edutwitter
[104] #remotelearning
[89] hybrid
[79] resources
[76] updated
[76] weekly

Top Words in Tweet in G5:
[152] catlin_tucker
[119] #edchat
[119] students
[78] time
[75] help
[69] cause
[63] simple
[63] exercise
[63] analyze
[63] growth

Top Words in Tweet in G6:
[91] give
[91] nowakro
[74] #edchat
[67] more
[50] thing
[46] school
[46] year
[46] curriculum
[44] change
[40] heart

Top Words in Tweet in G7:
[154] #edchat
[153] drmarciatate
[114] matter
[113] kindness
[112] act
[112] small
[112] wasted
[112] aesop
[112] #kindnessmatters
[30] re

Top Words in Tweet in G8:
[151] courosa
[103] #edchat
[80] well
[80] done
[80] tdsb
[37] hey
[36] teachers
[35] instructors
[35] identify
[35] significant

Top Words in Tweet in G9:
[88] #edchat
[59] tcea
[48] #remotelearning
[41] learning
[36] students
[35] #edtech
[32] year
[27] skills
[21] teachers
[19] classroom

Top Words in Tweet in G10:
[121] #edchat
[63] mindshiftkqed
[55] zoom
[55] time
[51] things
[48] isn
[48] seems
[48] brains
[48] subconsciously
[48] pick

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[332] #edtech,#edchat
[230] #edchat,#edtech
[229] #education,#edchat
[162] #edchat,#edutwitter
[142] #microsoftteams,features
[142] features,platform
[142] platform,site
[142] site,teachers
[142] teachers,asked
[142] asked,listened

Top Word Pairs in Tweet in G1:
[107] #education,#edchat
[81] #edchat,#edtech
[66] #edchat,#k12
[50] need,second
[50] second,monitor
[49] #edtech,#edchat
[44] teachers,need
[44] monitor,teachers
[44] teachers,right
[44] right,neat

Top Word Pairs in Tweet in G2:
[36] #edtech,#edchat
[34] #education,#edchat
[22] #edchat,#education
[19] #math,#techtalk
[19] #techtalk,#iphone
[19] #algebra,#edtech
[16] #edchat,#edtech
[15] #mathchat,#teachers
[15] #teachers,#tech
[13] young,people

Top Word Pairs in Tweet in G3:
[131] #microsoftteams,features
[131] features,platform
[131] platform,site
[131] site,teachers
[131] teachers,asked
[131] asked,listened
[131] listened,launched
[131] launched,shows
[130] mtholfsen,#microsoftteams
[97] quick,tip

Top Word Pairs in Tweet in G4:
[85] remote,hybrid
[85] hybrid,learning
[82] #edchat,#edutwitter
[79] #edutwitter,#remotelearning
[76] learning,resources
[76] resources,updated
[76] updated,weekly
[76] weekly,#edchat
[75] e_sheninger,remote
[75] #remotelearning,#hybridlea

Top Word Pairs in Tweet in G5:
[64] time,#edchat
[63] simple,exercise
[63] exercise,help
[63] help,students
[63] students,analyze
[63] analyze,growth
[63] growth,over
[63] over,time
[62] catlin_tucker,simple
[49] fascinating,according

Top Word Pairs in Tweet in G6:
[45] school,year
[38] best,thing
[38] thing,give
[38] give,kids
[38] kids,school
[38] year,curriculum
[38] curriculum,technology
[38] technology,empathetic
[38] empathetic,heart
[37] wasemjeff,best

Top Word Pairs in Tweet in G7:
[112] act,kindness
[112] kindness,matter
[112] matter,small
[112] small,wasted
[112] wasted,aesop
[112] aesop,#kindnessmatters
[112] #kindnessmatters,#edchat
[111] drmarciatate,act
[23] sometimes,re
[23] re,feeling

Top Word Pairs in Tweet in G8:
[80] well,done
[80] done,tdsb
[80] tdsb,#edchat
[79] courosa,well
[35] hey,teachers
[35] teachers,instructors
[35] instructors,identify
[35] identify,significant
[35] significant,instructional
[35] instructional,methods

Top Word Pairs in Tweet in G9:
[21] #remotelearning,#edchat
[18] #edtech,#remotelearning
[16] #chromebook,tip
[16] tip,trick
[16] trick,add
[16] add,#edtech
[16] #edchat,#education
[15] tcea,#chromebook
[13] #education,#edutwit
[12] 1st,year

Top Word Pairs in Tweet in G10:
[48] zoom,isn
[48] isn,time
[48] time,seems
[48] seems,brains
[48] brains,subconsciously
[48] subconsciously,pick
[48] pick,fact
[48] fact,things
[41] mindshiftkqed,zoom
[19] #edchat,#elemchat

Top Replied-To
Top Replied-To in Entire Graph:
@five_startech
@chris10dodd
@djhanenfivestar
@bloomingedu
@jacquelynnpleis
@pdkeeley
@amermathsoc
@tomwhitby
@courosa
@theresagray

Top Replied-To in G1:
@lars3eb
@mckinseydigital
@asaecenter
@edcommission
@knowledgeworks
@inesctec
@csforca
@rdene915
@rickhess99
@kelisa_l2teach

Top Replied-To in G4:
@katienovakudl
@fitchiemiss

Top Replied-To in G5:
@willrich45

Top Replied-To in G8:
@courosa

Top Replied-To in G9:
@who

Top Replied-To in G10:
@da_magazine

Top Mentioned
Top Mentioned in Entire Graph:
@mtholfsen
@catlin_tucker
@courosa
@drmarciatate
@e_sheninger
@rdene915
@fixingeducation
@nowakro
@raffi_rc
@tdsb

Top Mentioned in G1:
@rdene915
@thriveinedu
@mrshowell24
@jcorippo
@buncee
@googleforedu
@cueinc
@iste
@shannonmmiller
@edumatchbooks

Top Mentioned in G2:
@2peasandadog
@wfttcoaching
@altdomme
@youthcomm
@educre8ive
@ianbashaw
@swaggerscanu
@tahseen_shariff
@kristawelz

Top Mentioned in G3:
@mtholfsen
@global_edtech
@bookcreatorapp
@rmbyrne
@tech_snacks
@ictevangelist
@micro
@tanyaavrith
@venezia_megan
@sfecich

Top Mentioned in G4:
@e_sheninger
@venezia_megan
@lflemingedu
@edutopia
@joe_sanfelippo
@pedroanoguera
@wes_kieschnick
@gpbeducation
@spencerideas
@emilykfreeland

Top Mentioned in G5:
@catlin_tucker
@everfik12
@willrich45
@mahramusalyssa
@nflafave
@popk_com
@meinenartstudio
@leonigroup
@ramusallam
@e_sheninger

Top Mentioned in G6:
@nowakro
@wasemjeff
@corbinl45
@santiagoam115
@susancolton2
@stressfreekids
@remotelearner
@chrisclinewcps
@self_reg
@educhefearnshaw

Top Mentioned in G7:
@drmarciatate
@ti_pbs
@mssackstein
@catlin_tucker
@cbosley19
@ksfara
@we
@well
@jpe_panthers
@nowakro

Top Mentioned in G8:
@courosa
@tdsb
@drjcranston
@learningcouncil
@nuriozturk_
@e_sheninger
@kellywchris

Top Mentioned in G9:
@tcea
@curriculumblog
@weareteachers
@bored_teachers
@bored_
@zoom_us
@maker_maven
@dpcdsb_mdt
@diben
@huffpo

Top Mentioned in G10:
@mindshiftkqed
@edsurge
@fetc
@aef_program
@jenwomble
@da_magazine
@teachthought
@romano_mich
@fredende
@samaraspielberg

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@phildecarolis
@edinburghwatch
@chidambara09
@celebrainltd
@cybersec_feeds
@mr_stixx
@iartg
@evankirstel

Top Tweeters in G1:
@lynch39083
@thr
@bar_zie
@hubofml
@thecuriousluke
@flipgrid
@missprettynpynk
@iamdrwill
@larryferlazzo
@nplace1

Top Tweeters in G2:
@topgovtgrant
@halehawk
@iconohash
@breakthrusean
@worldlillie
@shyj
@danjjroberts
@indiejenfischer
@senorg
@doodle_ed

Top Tweeters in G3:
@marypcbuk
@hardistymark
@ictevangelist
@doneladams
@rmbyrne
@gannotti
@clcsimon
@ivordavies59
@itlworldwide
@microsoftedu

Top Tweeters in G4:
@csmonitor
@barbinnebraska
@davidwees
@rachelsnews
@e_sheninger
@johnypanama
@edutopia
@jaybilly2
@spencerideas
@8amber8

Top Tweeters in G5:
@bshep92022
@teslex082016
@garystager
@mguhlin
@bivey
@cloudscholar
@anotherschwab
@devkenn
@brianrking
@geofex

Top Tweeters in G6:
@marylschmidt
@corofthesun
@stressfreekids
@fraudoktor11
@elianatardio
@ivon_ehd1
@thomascmurray
@bethhill2829
@lahjaay
@hmason36

Top Tweeters in G7:
@mssackstein
@markthespaman
@billydees
@iambranum
@mynameissalah
@cammyservantofc
@goodmanjonathan
@eva3034385615
@lrngldr
@katekatgena

Top Tweeters in G8:
@mr_stixx
@yeahitzjay
@baefcg
@lauren_808
@totigerlilly
@saskboy
@judgecapri
@margymaclibrary
@freshpriiincess
@courosa

Top Tweeters in G9:
@huffpost
@trippbraden
@nicochan33
@forbes
@spirosmargaris
@venturebeat
@wef
@themerry_monk
@kirkdborne
@mvollmer1

Top Tweeters in G10:
@ottlegalrebels
@wagjuer
@viralvideovlogs
@mzteachuh
@theatlantic
@stem_nastics
@justusnatuhwera
@edyong209
@armando_ribeiro
@iamthemacman


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