edchat, Twitter, 11/8/2021 11:20:53 AM, 265816


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edchat_2021-11-08_02-15-33.xlsx
edchat_2021-11-08_02-15-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2021
Short Description:
edchat via NodeXL https://bit.ly/3o73Ecs
@tcea
@mindfuldesserts
@e_sheninger
@jc_james_clark
@fixingeducation
@scalarhumanity
@allaboutthepact
@jenniferagates
@education_24x7
@catlin_tucker

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

Description:
Description
The graph represents a network of 5,301 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, 08 November 2021 at 10:25 UTC.

The requested start date was Monday, 08 November 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 5-day, 8-hour, 23-minute period from Tuesday, 02 November 2021 at 16:34 UTC to Monday, 08 November 2021 at 00:58 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 : 5301
Unique Edges : 3731
Edges With Duplicates : 11889
Total Edges : 15620
Number of Edge Types : 5
Retweet : 4662
Tweet : 1899
MentionsInRetweet : 6466
Mentions : 2463
Replies to : 130
Self-Loops : 2033
Reciprocated Vertex Pair Ratio : 0.0351193781232648
Reciprocated Edge Ratio : 0.0678557060480086
Connected Components : 553
Single-Vertex Connected Components : 244
Maximum Vertices in a Connected Component : 3814
Maximum Edges in a Connected Component : 12957
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.871982
Graph Density : 0.000265418059248344
Modularity : 0.416329
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,301 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, 08 November 2021 at 10:25 UTC.

The requested start date was Monday, 08 November 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 5-day, 8-hour, 23-minute period from Tuesday, 02 November 2021 at 16:34 UTC to Monday, 08 November 2021 at 00:58 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:
[114] https://www.pealcenter.org/my-inclusion-abcs-graphic-by-kristin-weins/
[113] https://blog.tcea.org/culturally-responsive-strategies/
[106] http://traveloteacher.blogspot.com/2019/07/teacher-pd-choice-boards-learning-menus.html
[82] http://esheninger.blogspot.com/2021/11/upgrading-kwl-chart.html
[74] http://esheninger.blogspot.com/2021/07/pedagogical-leadership.html
[67] https://www.vocabulary.cl/english/feedback-language.htm
[63] https://mailchi.mp/numberella/newsletter
[48] https://oodlu.org/
[22] https://blog.tcea.org/teach-gratitude/?utm_source=FB_group&utm_medium=Social&utm_campaign=teach-gratitude
[21] http://esheninger.blogspot.com/2020/10/important-lessons-learned-during.html?m=1

Top URLs in Tweet in G1:
[45] https://oodlu.org/
[19] https://www.youtube.com/watch?v=UkvcVrluM2U

[18] https://learnography.wordpress.com/miniature/evolution-of-brainpage-theory/
[18] https://edurolearning.lpages.co/coetail/
[16] https://www.communicationcrafts.com/ai-in-education-reshaping-the-future-of-learning/?cc=com
[14] https://oodlu.org
[12] https://www.youtube.com/watch?v=JfsoigxJYtI

[12] https://podcasts.apple.com/us/podcast/edudivisiveness-doug-reeves-pt-2-assessment-relevance/id1529365406?i=1000540360790&itscg=30200&itsct=podcast_box_link&ls=1
[12] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[12] https://www.youtube.com/channel/UCojQry-6Yi4FFMTzDH88uZQ?sub_confirmation=1

Top URLs in Tweet in G2:
[103] https://www.pealcenter.org/my-inclusion-abcs-graphic-by-kristin-weins/
[93] http://traveloteacher.blogspot.com/2019/07/teacher-pd-choice-boards-learning-menus.html
[17] https://blog.tcea.org/culturally-responsive-strategies/
[14] https://www.vocabulary.cl/english/feedback-language.htm
[13] https://blog.tcea.org/teach-gratitude/?utm_source=FB_group&utm_medium=Social&utm_campaign=teach-gratitude
[5] http://esheninger.blogspot.com/2020/10/important-lessons-learned-during.html?m=1
[5] https://practicaledtech.com/2021/10/12/exit-ticket-tools-and-15-questions/
[5] https://www.learningsuccessblog.com/4-learning-strategies-flipped-learning-infographic
[5] http://paper.li/AriesCobb/1397995931
[4] https://www.weareteachers.com/scavenger-hunts/

Top URLs in Tweet in G3:
[86] https://blog.tcea.org/culturally-responsive-strategies/
[51] https://www.vocabulary.cl/english/feedback-language.htm
[14] https://blog.brookespublishing.com/teachertuesday-6-student-engagement-tips-from-julie-causton/
[11] https://www.kqed.org/mindshift/56979/what-the-research-says-about-the-academic-power-of-friendship#:~:text=Students%20with%20no%20friends%20%E2%80%9Creceive,of%20the%20journal%20Educational%20Psychologist
[8] https://www.learningsuccessblog.com/4-learning-strategies-flipped-learning-infographic
[7] https://www.pealcenter.org/my-inclusion-abcs-graphic-by-kristin-weins/
[6] https://blog.tcea.org/teach-gratitude/?utm_source=FB_group&utm_medium=Social&utm_campaign=teach-gratitude
[6] https://swingeducation.com/resources/72-tips-templates-and-classroom-resources-for-substitute-teachers/
[5] http://esheninger.blogspot.com/2021/11/upgrading-kwl-chart.html
[4] https://anchor.fm/emartinezedd

Top URLs in Tweet in G4:
[6] https://4.files.edl.io/779c/09/10/21/012214-186636dd-019d-4ccc-925a-d8958271fbfd.pdf?fbclid=IwAR2tDHR81i5PHKQdG8UYsrmvZnyuZp-axM7wCtM9b9wJnqDVBVxFUzKOTbc
[5] https://iconohash.com:443/
[3] https://www.hmhco.com/blog/4-tips-to-teach-students-news-media-literacy-in-the-digital-age?utm_medium=social&utm_source=twitter&utm_content=5809005121&utm_campaign=advocacy
[2] https://apply.workable.com/twinkl-ltd/j/3616D01F6E/
[2] https://bit.ly/3waS3N7
[2] https://www.youtube.com/watch?v=QYRJNSD7rXM&feature=youtu.be

[2] https://m.tiktok.com/h5/share/usr/6897421577693414405.html?_d=secCgYIASAHKAESPgo8qYX1lfq00tbTvWBqbB6EAGVweEykcoAHaUJCLsdZcSO3ztYMP5aJKCnI7qK9XCOcydhkuMT2%2Fn%2BkSlNIGgA%3D&checksum=a12d5347d136edd9835ffea9a98191f56e2439853b8b5ef3bb22728cda5975b3&language=en&sec_uid=MS4wLjABAAAAWG2vV83yXLtECxG5TAGeAbb2fJ6W57Qyp86afkeb8q8w45_00_1xxCYBh6-GeIHZ&sec_user_id=MS4wLjABAAAAWG2vV83yXLtECxG5TAGeAbb2fJ6W57Qyp86afkeb8q8w45_00_1xxCYBh6-GeIHZ&share_app_id=1233&share_author_id=6897421577693414405&share_link_id=511AD433-195A-408A-823F-95E9DD14DF11&tt_from=twitter&u_code=dfh0he72bh44ca&user_id=6897421577693414405&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[2] https://www.stenhouse.com/content/good-thinking
[2] https://goo.gl/sF7IbP
[2] https://ondemand.tutor2u.net/students/series/skills-booster

Top URLs in Tweet in G5:
[13] https://www.ascd.org/el/articles/six-teacher-moves-for-deeper-learning
[6] http://ow.ly/TVs350GBmeL
[5] https://www.bamradionetwork.com/lets-build-a-toolkit-together-whats-working-lets-share/
[3] https://twitter.com/tomwhitby/status/1455672698298900480
[3] https://twitter.com/TheBigDealBook/status/1454848156273979392
[2] https://newschannel9.com/news/local/now-were-cooking-chattanooga-state-culinary-program-serves-recipe-for-student-success
[2] https://www.ascd.org/el/cultivating-educator-efficacy
[2] https://twitter.com/oldbay84/status/1455673444255899652
[2] https://twitter.com/NYSCATE/status/1456676393992048648
[2] https://www.innovativeeducationsolutions.net/?p=2893

Top URLs in Tweet in G6:
[10] https://mailchi.mp/numberella/newsletter
[2] https://mathsweekengland.co.uk/primary-school-resources/
[1] http://traveloteacher.blogspot.com/2019/07/teacher-pd-choice-boards-learning-menus.html
[1] https://www.cbsnews.com/news/yuval-noah-harari-sapiens-60-minutes-2021-10-31/
[1] https://twitter.com/teacher2teacher/status/1455840290703503372
[1] https://blog.tcea.org/culturally-responsive-strategies/

Top URLs in Tweet in G7:
[66] http://esheninger.blogspot.com/2021/11/upgrading-kwl-chart.html
[61] http://esheninger.blogspot.com/2021/07/pedagogical-leadership.html
[11] http://esheninger.blogspot.com/2020/10/important-lessons-learned-during.html?m=1
[6] http://esheninger.blogspot.com/2021/10/different-ways-to-show-learning.html
[6] https://esheninger.blogspot.com/2021/07/the-change-leader.html
[4] https://esheninger.blogspot.com/2021/11/upgrading-kwl-chart.html?showComment=1636307079184#c5514141725668530720
[3] https://blog.tcea.org/culturally-responsive-strategies/
[3] https://www.masscue.org/event/futurequestisland/?event_date=2021-11-09
[3] https://www2.smartbrief.com/sharedSummary/index.jsp?copyId=BFA86F7A-022C-4959-8B4A-CF0F6E4E2689&issueId=852D3B9B-4AEC-43DC-A4B3-829DD768BE1D&briefId=3E572E12-3FBC-11D5-AD13-000244141872
[2] http://www.livebinders.com/play/play?id=829279

Top URLs in Tweet in G8:
[10] https://mailchi.mp/numberella/newsletter
[6] https://www.thinkplandochicago.org/
[5] https://sharemylesson.com/collections/aft-member-created-resources?topic=2123072#resources
[3] https://sharemylesson.com/collections/veterans-day-lesson-plans-and-resources
[3] https://sharemylesson.com/teaching-resource/guide-planning-family-science-nights-299027
[2] https://mathsweekengland.co.uk/primary-school-resources/
[2] https://sharemylesson.com/teaching-resource/tips-and-tricks-saving-time-share-my-lesson-400096
[2] https://sharemylesson.com/todays-news-tomorrows-lesson/five-economic-terms
[2] https://sharemylesson.com/teaching-resource/science-safety-kids-324820
[2] https://sharemylesson.com/teaching-resource/baseball-vocabulary-word-list-272434

Top URLs in Tweet in G9:
[3] http://traveloteacher.blogspot.com/2019/07/teacher-pd-choice-boards-learning-menus.html
[2] http://esheninger.blogspot.com/2021/11/upgrading-kwl-chart.html
[2] http://esheninger.blogspot.com/2020/10/important-lessons-learned-during.html?m=1
[1] https://twitter.com/WeinsteinEdu/status/1432054430501949440
[1] https://twitter.com/MindShiftKQED/status/1450627837292171265
[1] https://twitter.com/teacherhead/status/1455935374912626688
[1] https://twitter.com/weinsteinedu/status/1455245179565318166
[1] https://twitter.com/teachergoals/status/1452002398663323648
[1] https://www.moms.com/homework-tips-every-family/
[1] https://twitter.com/missklbeeley/status/1456891620712927232

Top URLs in Tweet in G10:
[2] https://edsource.org/2021/california-summer-school-was-innovative-and-fun-this-year-and-it-was-a-success/663180
[2] https://donate.edsource.org/campaign/donate-today-to-support-edsource/c372470?utm_source=social&utm_medium=twitter&utm_campaign=2021+year+end+campaign
[2] https://edsource.org/2021/questions-on-college-debt-state-planning-info-upgrade/663040
[2] https://edsource.org/2021/state-schools-chief-apologizes-to-private-parochial-school-leaders-for-mishandling-federal-covid-aid/663336
[2] https://savvas.zoom.us/meeting/register/tZEud-mgqj4pGtBNKDzJtWQswJvVxE5YoghD
[1] https://us02web.zoom.us/webinar/register/WN_gUw9y7OkRNyr_ENCi0szUQ
[1] https://edsource.org/updates/report-california-still-sees-widespread-islamophobia-in-schools
[1] https://edsource.org/updates/centers-for-disease-control-approval-brings-covid-vaccine-for-kids-one-step-closer
[1] https://edsource.org/2021/fighting-for-the-education-of-black-students-in-california/662867
[1] https://edsource.org/news-updates#federal-government-approves-state-plan-for-15-billion-in-covid-aid-for-k-12

Top Domains
Top Domains in Tweet in Entire Graph:
[408] blogspot.com
[283] twitter.com
[150] thepaperlesstrail.com
[148] tcea.org
[135] youtube.com
[114] pealcenter.org
[110] oodlu.org
[73] mailchi.mp
[67] vocabulary.cl
[47] co.uk

Top Domains in Tweet in G1:
[105] oodlu.org
[87] blogspot.com
[73] youtube.com
[60] twitter.com
[41] wordpress.com
[39] internet4classrooms.com
[38] careerarc.com
[26] thepaperlesstrail.com
[25] edtechreview.in
[21] finnemoreconsulting.com

Top Domains in Tweet in G2:
[110] blogspot.com
[103] pealcenter.org
[37] tcea.org
[14] vocabulary.cl
[7] tes.com
[7] popk.com
[5] practicaledtech.com
[5] learningsuccessblog.com
[5] paper.li
[4] weareteachers.com

Top Domains in Tweet in G3:
[97] tcea.org
[51] vocabulary.cl
[15] twitter.com
[15] blogspot.com
[14] brookespublishing.com
[11] kqed.org
[8] edutopia.org
[8] learningsuccessblog.com
[7] marzanoresources.com
[7] pealcenter.org

Top Domains in Tweet in G4:
[31] twitter.com
[14] youtube.com
[11] 2peasandadog.com
[10] iconohash.com
[7] co.uk
[7] tes.com
[7] vai.org
[6] teacherspayteachers.com
[6] edl.io
[5] blogspot.com

Top Domains in Tweet in G5:
[37] twitter.com
[20] ascd.org
[10] bamradionetwork.com
[6] ow.ly
[5] youtube.com
[4] harvard.edu
[3] bit.ly
[3] innovativeeducationsolutions.net
[2] newschannel9.com
[2] theconversation.com

Top Domains in Tweet in G6:
[10] mailchi.mp
[2] co.uk
[1] blogspot.com
[1] cbsnews.com
[1] twitter.com
[1] tcea.org

Top Domains in Tweet in G7:
[154] blogspot.com
[4] twitter.com
[4] tcea.org
[3] masscue.org
[3] livebinders.com
[3] smartbrief.com
[2] edweek.org
[1] apple.com
[1] vocabulary.cl
[1] ascriptica.com

Top Domains in Tweet in G8:
[35] sharemylesson.com
[10] mailchi.mp
[6] thinkplandochicago.org
[3] journeysinfilm.org
[3] edworkingpapers.com
[3] weareteachers.com
[2] twitter.com
[2] co.uk
[2] coolcatteacher.com
[1] un.org

Top Domains in Tweet in G9:
[7] blogspot.com
[6] twitter.com
[1] moms.com
[1] google.com
[1] pealcenter.org
[1] vocabulary.cl
[1] tcea.org

Top Domains in Tweet in G10:
[27] edsource.org
[9] savvas.com
[6] twitter.com
[3] zoom.us
[1] youtube.com
[1] apple.com
[1] blogspot.com
[1] janaechevarria.com
[1] axios.com
[1] brookings.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4755] edchat
[1021] edtech
[1009] edutwitter
[783] education
[778] learning
[484] teachertwitter
[423] k12
[262] reading
[234] cpchat
[233] suptchat



Top Hashtags in Tweet in G1:
[1138] edchat
[566] edtech
[280] k12
[248] education
[146] learning
[132] redfored
[132] tbats
[103] etcoaches
[85] edutwitter
[85] edtechchat

Top Hashtags in Tweet in G2:
[335] edchat
[279] learning
[269] edutwitter
[235] teachertwitter
[213] reading
[22] edtech
[20] educoach
[17] feedback
[16] education
[12] stem

Top Hashtags in Tweet in G3:
[417] edchat
[203] edutwitter
[203] learning
[104] teachertwitter
[93] educoach
[75] education
[52] feedback
[28] teacherlife
[16] edleaders
[15] suptchat

Top Hashtags in Tweet in G4:
[371] edchat
[61] education
[43] edtech
[32] edutwitter
[25] teachertwitter
[19] teachers
[17] k12
[16] learning
[13] engchat
[13] teacher

Top Hashtags in Tweet in G5:
[248] edchat
[16] satchat
[16] weleaded
[16] bwel
[16] edtech
[15] education
[13] suptchat
[12] selchat
[12] leadership
[11] sel

Top Hashtags in Tweet in G6:
[132] edchat
[15] edutwitter
[12] educationalgames
[12] fluency
[12] fun
[12] growth
[12] k12
[12] abed
[12] onted
[11] bced

Top Hashtags in Tweet in G7:
[166] edchat
[144] edutwitter
[128] suptchat
[126] cpchat
[81] satchat
[62] digilead
[61] disruptivethink
[61] edleaders
[56] pedagogy
[17] aussieed

Top Hashtags in Tweet in G8:
[83] edchat
[25] educhat
[25] distancelearning
[24] nationalstemday
[21] k12
[21] science
[20] jeffco
[18] stem
[15] veteransday
[14] numberella

Top Hashtags in Tweet in G9:
[68] learning
[41] edchat
[26] education
[20] growthmindset
[18] sel
[18] kindnessmatters
[11] gratitude
[10] edutwitter
[10] empathy
[10] kindness

Top Hashtags in Tweet in G10:
[81] edchat
[25] caedu
[16] teachers
[13] teach
[11] teaching
[10] caleg
[10] education
[9] caedchat
[9] capol
[7] sschat

Top Words
Top Words in Tweet in Entire Graph:
[4746] #edchat
[1065] students
[1016] #edtech
[1009] #edutwitter
[866] tcea
[783] #education
[778] #learning
[701] learning
[544] teachers
[530] education

Top Words in Tweet in G1:
[1136] #edchat
[561] #edtech
[317] education
[280] #k12
[248] #education
[237] students
[192] big
[180] ape
[178] learning
[146] #learning

Top Words in Tweet in G2:
[557] tcea
[335] #edchat
[279] #learning
[269] #edutwitter
[235] #teachertwitter
[215] challenge
[213] #reading
[208] beyond
[208] cool
[208] liamowens24

Top Words in Tweet in G3:
[417] #edchat
[229] tcea
[203] #edutwitter
[203] #learning
[171] strategies
[104] #teachertwitter
[93] #educoach
[92] diben
[86] instructional
[83] culturally

Top Words in Tweet in G4:
[371] #edchat
[81] students
[61] #education
[43] #edtech
[40] learning
[39] free
[39] more
[37] school
[32] #edutwitter
[28] teachers

Top Words in Tweet in G5:
[248] #edchat
[53] learning
[45] elmagazine
[40] sgthomas1973
[37] tomwhitby
[36] need
[34] school
[30] ascd
[28] rosaisiah
[28] efficacy

Top Words in Tweet in G6:
[136] fixingeducation
[132] #edchat
[100] teachers
[99] make
[98] good
[98] look
[98] easy
[98] folks
[98] assume
[61] one

Top Words in Tweet in G7:
[166] #edchat
[149] e_sheninger
[144] #edutwitter
[128] #suptchat
[126] #cpchat
[81] #satchat
[70] upgrading
[70] kwl
[70] chart
[62] #digilead

Top Words in Tweet in G8:
[83] #edchat
[52] sharemylesson
[40] nov
[37] students
[36] gt
[35] aftunion
[30] lesson
[30] aftteach
[26] plan
[25] #educhat

Top Words in Tweet in G9:
[77] erik_youngman
[73] empower
[68] #learning
[67] add
[65] great
[62] protocols
[62] engagement
[62] listening
[62] collaboration
[62] danielwickner

Top Words in Tweet in G10:
[80] #edchat
[34] edsource
[30] students
[28] school
[25] #caedu
[17] teaching
[16] #teachers
[14] year
[14] see
[13] over

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[505] #edchat,#edutwitter
[367] #edtech,#edchat
[280] #edchat,#edtech
[277] #teachertwitter,#edchat
[262] #education,#edchat
[227] #edchat,#k12
[225] beyond,cool
[225] cool,liamowens24
[225] liamowens24,created
[225] created,bookopoly

Top Word Pairs in Tweet in G1:
[185] #edchat,#k12
[182] #edchat,#edtech
[180] big,education
[180] education,ape
[132] #redfored,#tbats
[130] #edtech,#edchat
[128] #tbats,#edchat
[114] ape,top
[114] 2021,#redfored
[88] november,2021

Top Word Pairs in Tweet in G2:
[208] beyond,cool
[208] cool,liamowens24
[208] liamowens24,created
[208] created,bookopoly
[208] bookopoly,#reading
[208] #reading,challenge
[208] challenge,graciously
[208] graciously,made
[208] made,shareable
[206] tcea,beyond

Top Word Pairs in Tweet in G3:
[122] #edchat,#edutwitter
[87] #learning,#educoach
[86] diben,#learning
[86] #educoach,#edchat
[84] instructional,strategies
[83] tcea,culturally
[83] culturally,responsive
[83] responsive,instructional
[83] strategies,diben
[71] brain,blast

Top Word Pairs in Tweet in G4:
[19] #edtech,#edchat
[16] #edchat,#education
[15] #edchat,#edutwitter
[15] #education,#edchat
[14] little,lake
[14] lake,csd
[14] read,full
[12] full,article
[10] covid,19
[10] #edchat,#edtech

Top Word Pairs in Tweet in G5:
[16] school,leaders
[16] leaders,help
[16] help,build
[16] build,collective
[16] collective,efficacy
[16] efficacy,embed
[16] embed,routine
[16] routine,practice
[16] practice,public
[16] public,learning

Top Word Pairs in Tweet in G6:
[98] good,teachers
[98] teachers,make
[98] make,look
[98] look,easy
[98] easy,folks
[98] folks,assume
[98] assume,#edchat
[97] fixingeducation,good
[39] remember,one
[39] one,party

Top Word Pairs in Tweet in G7:
[139] #edchat,#edutwitter
[123] #edutwitter,#suptchat
[123] #suptchat,#cpchat
[70] upgrading,kwl
[70] kwl,chart
[66] chart,#edchat
[64] e_sheninger,upgrading
[62] #satchat,#digilead
[61] pedagogical,leadership
[61] leadership,#edchat

Top Word Pairs in Tweet in G8:
[28] aftunion,aftteach
[25] #edchat,#educhat
[24] gt,gt
[23] lesson,plan
[19] #educhat,#distancelearning
[15] find,ways
[15] ways,teach
[15] teach,students
[15] students,meaning
[15] meaning,#veteransday

Top Word Pairs in Tweet in G9:
[62] great,protocols
[62] protocols,empower
[62] empower,engagement
[62] engagement,listening
[62] listening,collaboration
[62] collaboration,#learning
[62] #learning,danielwickner
[62] danielwickner,add
[61] erik_youngman,great
[24] #education,#edchat

Top Word Pairs in Tweet in G10:
[23] #caedu,#edchat
[13] #teachers,#edchat
[10] twist,old
[10] old,method
[10] method,see
[10] see,working
[10] working,classroom
[10] classroom,#teachers
[10] #edchat,#teach
[10] #teach,#teaching

Top Replied-To
Top Replied-To in Entire Graph:
@tomwhitby
@sgthomas1973
@danacoledares
@aggieashley
@sculleyl2
@drrobineruiz1
@mguhlin
@mdsforthekids
@adammgrant
@curriculumblog

Top Replied-To in G1:
@mguhlin
@equityedu
@goblue_kris
@nearpod
@bmartinreal
@antiracist_ed
@nowherebookshop
@curriculumblog

Top Replied-To in G3:
@edutopia
@mindshiftkqed
@teacher2teacher
@curriculumblog

Top Replied-To in G5:
@tomwhitby
@sgthomas1973
@aggieashley
@danacoledares
@sculleyl2
@drrobineruiz1
@sarahha14081604
@dubioseducator
@harveyalvy1
@mdsforthekids

Top Replied-To in G7:
@joe_sanfelippo

Top Replied-To in G8:
@meltzere
@cprbrundin
@usedgov
@neatoday
@nckhui

Top Replied-To in G10:
@trse_editor

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@liamowens24
@e_sheninger
@fixingeducation
@diben
@kwiens62
@abfromz
@finleyt
@erik_youngman
@catlin_tucker

Top Mentioned in G1:
@coopmike48
@mrshowell24
@shannonmmiller
@oodlu_tweets
@learnography
@goldedullc
@edutopia
@edsurge
@ashleyhalkum
@iste

Top Mentioned in G2:
@tcea
@liamowens24
@kwiens62
@abfromz
@diben
@woodwardenglish
@e_sheninger
@finleyt
@te
@mrshowell24

Top Mentioned in G3:
@tcea
@diben
@teacher2teacher
@finleyt
@curriculumblog
@woodwardenglish
@wadestanford
@ms_witherell
@mindshiftkqed
@mnmmath

Top Mentioned in G4:
@2peasandadog
@region5cc
@jrsowash
@ethos_ed
@bookviral
@worldlangcafe
@mrjoshflores
@cattsireland
@hu_soe
@kimlepre

Top Mentioned in G5:
@elmagazine
@ascd
@rosaisiah
@sgthomas1973
@tomwhitby
@bamradionetwork
@harveyalvy1
@cynthiasjewell
@drrobineruiz1
@leaders_black

Top Mentioned in G6:
@fixingeducation
@philmcrae
@mrsapia_teach
@tcea
@curriculumblog
@jhaywardtwit
@abfromz
@elmagazine
@mrthomasteach
@jcorippo

Top Mentioned in G7:
@e_sheninger
@tcea
@mcleod
@petermdewitt
@woodfromawoods
@diben
@umassboston
@icinclusion
@finleyt
@sguditus

Top Mentioned in G8:
@sharemylesson
@aftunion
@aftteach
@73newport
@tcoynek12
@pbsteachers
@weareteachers
@chigrrll
@newshourextra
@neatoday

Top Mentioned in G9:
@erik_youngman
@danielwickner
@pearse_margie
@tcea
@d_martin05
@e_sheninger
@missfrench17
@abfromz
@liamowens24
@nowakro

Top Mentioned in G10:
@edsource
@njliteracy
@missnikkiin5th
@savvaslearning
@partnr4childrn
@njea
@jechev
@nrflkcollegiate
@sdschools
@siopmodel

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@xaelbot
@codedailybot
@iartg
@celebrainltd
@evankirstel
@thedeveloperbot
@coopmike48

Top Tweeters in G1:
@chidambara09
@iartg
@coopmike48
@dhinakaranrajan
@hubofml
@profesortbaker
@thecuriousluke
@education_24x7
@openmarketingtv
@lawrence_wray

Top Tweeters in G2:
@fabriciosx
@alchemists_song
@durff
@shellterrell
@07the_beast
@alwayslearnweb
@stem_ai
@stpstservices
@macsleem
@rmbyrne

Top Tweeters in G3:
@notrealdemocrat
@stressfreekids
@pastorannisha
@canva
@sisalgirl
@erobbprincipal
@teacher2teacher
@hlc_education
@iamthemacman
@wadestanford

Top Tweeters in G4:
@lookforsun
@classroomtools
@iconohash
@natashainoz
@2footgiraffe
@tomtolkien
@hmwdesign_bot
@agileschools
@noapp4pedagogy
@erik_palmer

Top Tweeters in G5:
@iamdrwill
@womened
@shiftparadigm
@1naturalzeta
@courosa
@raffi_rc
@demekasimmons
@hiringcare
@angelamaiers
@cecilia_bocking

Top Tweeters in G6:
@artificialbra1n
@blerdmommy
@maverickcalgary
@pbrown4348
@techninjatodd
@jcorippo
@simply_rain_s
@chosebygrace
@cbthree12
@princessadora02

Top Tweeters in G7:
@wagjuer
@learnteachwin
@joykirr
@thomascmurray
@thartman2u
@lisefalardeau
@tonysinanis
@e_sheninger
@spencerideas
@johnccarver

Top Tweeters in G8:
@dropoutnation
@abc
@wsj
@denverpost
@medpierre
@larryferlazzo
@rweingarten
@wral
@eenalol
@mrdavidjohns

Top Tweeters in G9:
@pcalleypbvusd
@erik_youngman
@r_cilr
@execsuptkwatts
@annhc_champ4all
@pearse_margie
@atkauffman
@acpopemusic
@robertkaplinsky
@d_martin05

Top Tweeters in G10:
@estarianne
@ncte
@theresajsnyder
@boatmarinelife
@crystalkei
@brookingsinst
@emilyfranesl
@harpercollins
@haleshannon
@igracewhite


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