edchat, Twitter, 11/29/2021 11:50:52 PM, 267217


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edchat_2021-11-29_03-15-33.xlsx
edchat_2021-11-29_03-15-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2021
Short Description:
edchat via NodeXL https://bit.ly/3o4UkqH
@tcea
@mindfuldesserts
@jc_james_clark
@this0499154500
@scalarhumanity
@markj_ohnson
@ascd
@e_sheninger
@do_kinder
@shannonmmiller

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

Description:
Description
The graph represents a network of 4,953 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, 29 November 2021 at 11:28 UTC.

The requested start date was Monday, 29 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 7-day, 8-hour, 31-minute period from Sunday, 21 November 2021 at 16:29 UTC to Monday, 29 November 2021 at 01:00 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 : 4953
Unique Edges : 3441
Edges With Duplicates : 12064
Total Edges : 15505
Number of Edge Types : 5
Mentions : 2635
Tweet : 2221
Retweet : 4454
MentionsInRetweet : 6106
Replies to : 89
Self-Loops : 2394
Reciprocated Vertex Pair Ratio : 0.0363608468855477
Reciprocated Edge Ratio : 0.0701702442635085
Connected Components : 580
Single-Vertex Connected Components : 280
Maximum Vertices in a Connected Component : 3399
Maximum Edges in a Connected Component : 12384
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.696808
Graph Density : 0.000275407897238892
Modularity : 0.395124
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,953 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, 29 November 2021 at 11:28 UTC.

The requested start date was Monday, 29 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 7-day, 8-hour, 31-minute period from Sunday, 21 November 2021 at 16:29 UTC to Monday, 29 November 2021 at 01:00 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:
[185] https://files.ascd.org/staticfiles/ascd/pdf/Higher-Order-Thinking-Tipsheet.pdf?crlt.pid=camp.gFDmfF09ulqg
[163] https://blog.innerdrive.co.uk/eight-ways-to-develop-metacognitive-skills
[74] https://view.genial.ly/618e4b9c8b75910d8b248a2a
[71] https://ebookfriendly.com/things-schoolchildren-miss-without-librarians/
[54] https://oodlu.org/
[54] https://elearninginfographics.com/design-thinking-your-teaching-infographic/
[49] http://esheninger.blogspot.com/2021/11/what-it-means-to-be-equitable-leader.html
[49] http://esheninger.blogspot.com/2021/11/experience-can-be-best-teacher.html
[36] http://teacheroffduty.com/why-your-lesson-plans-arent-working/?utm_medium=social&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=444975206_15297434_32119&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=502670234_18026292_319839
[36] https://www.internet4classrooms.com/thanksgiving.htm

Top URLs in Tweet in G1:
[168] https://files.ascd.org/staticfiles/ascd/pdf/Higher-Order-Thinking-Tipsheet.pdf?crlt.pid=camp.gFDmfF09ulqg
[153] https://blog.innerdrive.co.uk/eight-ways-to-develop-metacognitive-skills
[68] https://ebookfriendly.com/things-schoolchildren-miss-without-librarians/
[31] http://teacheroffduty.com/why-your-lesson-plans-arent-working/?utm_medium=social&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=444975206_15297434_32119&utm_source=pinterest&utm_campaign=tailwind_tribes&utm_content=tribes&utm_term=502670234_18026292_319839
[15] https://blog.innerdrive.co.uk/what-to-think-about-before-an-exam
[15] https://elearninginfographics.com/design-thinking-your-teaching-infographic/
[10] https://www.librarygirl.net/post/six-tips-for-building-book-displays-that-matter
[7] https://www.yahoo.com/entertainment/adele-cries-reunites-teacher-230055676.html
[7] http://paper.li/AriesCobb/1397995931
[6] https://varconnection.dstewart.com/2021/01/06/four-ways-to-increase-student-engagement-in-2021-infographic/

Top URLs in Tweet in G2:
[53] https://oodlu.org/
[36] https://www.internet4classrooms.com/thanksgiving.htm
[20] http://bigeducationape.blogspot.com/2021/11/top-posts-this-week-saturday-november.html
[17] https://www.teachercast.net/attc-ep168-lego-education-nasa-space?utm_campaign=lego-education-and-nasa-team-up-to-help-you-skyrocket-your-students-into-space&utm_medium=social_link&utm_source=missinglettr-twitter
[16] https://oodlu.org
[13] http://engagucate.com/blog/classroom-management-strategies-for-digital-learning/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[12] https://learnography.wordpress.com/2016/12/12/origin-of-creativity-is-world-of-dark-knowledge-beyond-imagination/
[11] https://catlintucker.com/2021/11/student-created-review/
[11] https://podcasts.apple.com/us/podcast/what-s-happened-to-us-brian-butler-common-assessments/id1529365406?i=1000542686451&itscg=30200&itsct=podcast_box_link&ls=1
[11] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F1AUOBwVrrjfwQNTofyJZ6I&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false

Top URLs in Tweet in G3:
[10] https://youtu.be/80lIh5_Klxs
[8] https://iconohash.com:443/
[7] https://www.grade1to6.com/
[4] https://www.hmhco.com/blog/maximizing-instructional-time-in-the-classroom
[4] http://www.class1to12.com
[3] https://www.hmhco.com/blog/outdoor-teaching-strategies
[2] https://books.apple.com/gb/book/waiting-for-the-sun/id1592890788
[2] https://www.npr.org/2021/11/23/1057979170/school-closures-mental-health-days-families-childcare-thanksgiving-break
[2] https://bookviralreviews.com/author-blogs/teaching-kids-with-autism-to-read-using-play-and-games/
[2] https://artsintegration.com/makerspace-manual-for-k-12-schools/

Top URLs in Tweet in G4:
[36] https://elearninginfographics.com/design-thinking-your-teaching-infographic/
[20] https://emc2learning.com/
[13] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1qaEcNPze2cshhRK12-TPqgK6lASArnuqxufqrzjfb88/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1qaEcNPze2cshhRK12-TPqgK6lASArnuqxufqrzjfb88/edit?usp%3Dsharing<mpl=slides
[9] https://files.ascd.org/staticfiles/ascd/pdf/Higher-Order-Thinking-Tipsheet.pdf?crlt.pid=camp.gFDmfF09ulqg
[6] https://wakelet.com/wake/mJIOim9REP4WFyhLBi9KE
[5] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DHnI_NWs4AaA%26list%3DUUR8czsYxtggC3bhtzhVZ4qA%26index%3D3&q=EgS4SO-bGKvz8owGIhD0gDbrLsE5-qKIElBV4rTDMgFy

[3] https://www.youtube.com/watch?v=NxArmelah2o

[3] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/16ANl6oUdSTsrPX0PJVF4l8l8At-F63NyeptSUNxDmXY/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/16ANl6oUdSTsrPX0PJVF4l8l8At-F63NyeptSUNxDmXY/edit?usp%3Dsharing<mpl=slides
[3] http://jenniferwolfe.net/2021/11/teacher-tired-when-november-feels-like-april.html?utm_campaign=coschedule&utm_source=twitter&utm_medium=mamawolfeto2&utm_content=Teacher
[3] Tired:

Top URLs in Tweet in G5:
[42] http://esheninger.blogspot.com/2021/11/what-it-means-to-be-equitable-leader.html
[39] http://esheninger.blogspot.com/2021/11/experience-can-be-best-teacher.html
[14] http://esheninger.blogspot.com/2021/11/curiosity-ultimate-learning-trigger.html
[8] https://www.weareteachers.com/verizon/#innovative-learning
[6] http://esheninger.blogspot.com/2021/11/upgrading-kwl-chart.html
[6] https://www.pinterest.com/esheninger/disruptive-thinking/
[4] https://www.amazon.com/dp/1734890894?ref_=pe_3052080_397514860
[3] https://blog.innerdrive.co.uk/eight-ways-to-develop-metacognitive-skills
[2] https://esheninger.blogspot.com/2021/11/what-it-means-to-be-equitable-leader.html
[2] https://contactnorth.zoom.us/webinar/register/WN_3TODTjoXSQGFecwy1IObEg

Top URLs in Tweet in G6:
[6] https://www.bamradionetwork.com/in-this-moment-giving-thanks-from-a-grateful-heart/
[6] http://www.innovations4education.com
[4] https://twitter.com/tomwhitby/status/1463296504974688259
[4] https://twitter.com/ShiftParadigm/status/1463304922737221634
[2] https://twitter.com/tomwhitby/status/1463303704988327937
[2] https://twitter.com/sgthomas1973/status/1463301400817979408
[2] https://twitter.com/ShiftParadigm/status/1463306160442773506
[2] https://www.edweek.org/leadership/opinion-this-is-not-what-we-signed-up-for-a-principals-plea-for-more-support/2021/11
[2] https://www.pbs.org/newshour/education/schools-across-the-country-are-struggling-to-find-staff-heres-why
[2] https://www.ctpublic.org/news/2021-11-26/school-age-children-are-seeking-out-mental-health-care-more-than-ever

Top URLs in Tweet in G7:
[3] https://www.drdouggreen.com/2021/teach-them-how-to-learn-play-based-learning-more-women-in-cyber-security/
[3] https://www.drdouggreen.com/2021/processing-feelings-a-life-filled-with-gratitude-mapping-thanksgiving-dinner/
[3] https://www.drdouggreen.com/2021/mrna-animation-teaching-text-evidence-should-schools-required-covid-vaccinations/
[3] https://www.drdouggreen.com/2021/is-forgetting-a-good-thing-teacher-time-savers-bad-news-for-the-bolt/
[2] https://www.drdouggreen.com/2021/the-worlds-top-supercomputers-amazing-optical-illusion-the-story-of-cider/
[2] https://www.drdouggreen.com/2021/video-project-tools-college-selection-tips-the-importance-of-teacher-clarity/
[1] https://www.drdouggreen.com/2021/helpful-tips-to-pay-for-college-by-craig-middleton/
[1] https://files.ascd.org/staticfiles/ascd/pdf/Higher-Order-Thinking-Tipsheet.pdf?crlt.pid=camp.gFDmfF09ulqg
[1] https://www.mssackstein.com/post/starr-sackstein-of-mastery-portfolio-vision-purpose
[1] https://twitter.com/elmagazine/status/1457530310246100993

Top URLs in Tweet in G8:
[8] https://eduwells.com/2021/11/21/has-new-zealand-education-just-announced-an-end-to-testing/
[1] https://twitter.com/cultofpedagogy/status/1462835521785409549
[1] https://twitter.com/elmagazine/status/1462758007222128648
[1] https://twitter.com/tcea/status/1463643721614905344
[1] https://twitter.com/e_sheninger/status/1462423193935831046
[1] https://stephanieleasmith.weebly.com/blog
[1] https://docs.google.com/document/d/1yUdB3fMf8bhiYfDMZLUhTTXXyaJu6YwLCLDVYa5G3Nw/edit?usp=sharing

Top URLs in Tweet in G9:
[4] https://youtu.be/GmkhPhiT2z0
[4] http://adathestem.com
[2] https://www.inspiringstem.org/posts/36639-how-to-encourage-more-girls-to-pursue-science-and-math-careers
[1] https://www.inspiringstem.org/users/82499-martin-delahunty/posts/31463-ada-ada-ada-how-a-one-woman-show-is-inspiring-the-next-generation-into-stem-careers
[1] https://www.tandfonline.com/doi/full/10.1080/13603124.2020.1850870
[1] https://theconversation.com/why-accountability-efforts-in-higher-education-often-fail-91716

Top URLs in Tweet in G10:
[4] https://vanmeterlibraryvoice.blogspot.com/2021/11/three-flipgrid-live-events-coming-up-in.html
[2] https://vanmeterlibraryvoice.blogspot.com/2021/11/our-11-holiday-choice-boards-collection.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/join-us-for-3rd-annual-future-ready.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/you-will-find-recording-and-resources.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/its-here-friendsour-december-choice.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/here-is-december-choice-board.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/holiday-hugsa-special-project-for-your.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/the-12-days-of-making-choice-boards-for.html
[1] https://vanmeterlibraryvoice.blogspot.com/2021/11/our-high-schoolers-create-family.html
[1] https://twitter.com/sljournal/status/1464640527454904337

Top Domains
Top Domains in Tweet in Entire Graph:
[309] blogspot.com
[253] co.uk
[251] twitter.com
[210] ascd.org
[133] oodlu.org
[103] youtube.com
[86] genial.ly
[74] google.com
[71] ebookfriendly.com
[59] edtechreview.in

Top Domains in Tweet in G1:
[176] ascd.org
[168] co.uk
[68] ebookfriendly.com
[31] teacheroffduty.com
[17] twitter.com
[16] elearninginfographics.com
[14] tcea.org
[10] blogspot.com
[10] librarygirl.net
[7] yahoo.com

Top Domains in Tweet in G2:
[132] blogspot.com
[130] oodlu.org
[58] edtechreview.in
[54] mzteachuh.org
[45] internet4classrooms.com
[38] wordpress.com
[31] teq.com
[30] shakeuplearning.com
[29] youtube.com
[28] teachercast.net

Top Domains in Tweet in G3:
[37] twitter.com
[20] mradampe.com
[17] co.uk
[15] iconohash.com
[15] 2peasandadog.com
[13] learningally.org
[10] youtu.be
[10] blogspot.com
[8] hmhco.com
[7] vai.org

Top Domains in Tweet in G4:
[37] elearninginfographics.com
[24] google.com
[20] emc2learning.com
[9] ascd.org
[6] twitter.com
[6] youtube.com
[6] wakelet.com
[5] peardeck.com
[4] co.uk
[4] marzanoresources.com

Top Domains in Tweet in G5:
[106] blogspot.com
[13] weareteachers.com
[7] twitter.com
[6] pinterest.com
[4] amazon.com
[4] co.uk
[3] forbes.com
[2] zoom.us
[2] apple.com
[2] usnews.com

Top Domains in Tweet in G6:
[47] twitter.com
[10] bamradionetwork.com
[6] innovations4education.com
[4] iste.org
[3] tomwhitby.com
[2] edweek.org
[2] pbs.org
[2] ctpublic.org
[2] blogspot.com
[1] hburgcitizen.com

Top Domains in Tweet in G7:
[17] drdouggreen.com
[2] twitter.com
[2] cultofpedagogy.com
[1] ascd.org
[1] mssackstein.com

Top Domains in Tweet in G8:
[8] eduwells.com
[4] twitter.com
[1] weebly.com
[1] google.com

Top Domains in Tweet in G9:
[4] youtu.be
[4] adathestem.com
[3] inspiringstem.org
[1] tandfonline.com
[1] theconversation.com

Top Domains in Tweet in G10:
[16] blogspot.com
[4] twitter.com
[2] edutopia.org
[2] makermaven.net
[2] childsworld.com
[1] shopify.com
[1] creativefamilyfun.net
[1] theeverymom.com
[1] stemcampedu.org
[1] teachthought.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5081] edchat
[1263] edtech
[958] edutwitter
[902] education
[699] k12
[649] learning
[446] teachertwitter
[350] teaching
[318] educoach
[276] teacherlife



Top Hashtags in Tweet in G1:
[808] edchat
[441] edutwitter
[315] learning
[264] teachertwitter
[203] k12
[191] teacherlife
[187] educoach
[80] librarytwitter
[80] txlchat
[52] teks

Top Hashtags in Tweet in G2:
[1212] edchat
[803] edtech
[413] education
[339] k12
[202] learning
[173] redfored
[173] tbats
[171] teaching
[144] engchat
[115] edreform

Top Hashtags in Tweet in G3:
[472] edchat
[137] education
[46] edutwitter
[42] teachers
[39] edtech
[29] learning
[25] k12
[24] physed
[23] pegeeks
[22] teaching

Top Hashtags in Tweet in G4:
[175] edchat
[129] edtech
[121] ditchbook
[119] tlap
[113] etcoaches
[87] hacklearning
[82] gsuiteedu
[75] educoach
[75] googleedu
[44] celebrated

Top Hashtags in Tweet in G5:
[212] edchat
[113] edutwitter
[95] suptchat
[76] cpchat
[43] digilead
[25] disruptivethink
[16] sponsored
[15] satchat
[15] teachertwitter
[12] 808educate

Top Hashtags in Tweet in G6:
[241] edchat
[28] nyscate21
[13] education
[11] leadlap
[8] rethink_learning
[7] gratitude
[7] optimism
[7] teaching
[7] msaachat
[6] love

Top Hashtags in Tweet in G7:
[46] edchat
[36] cpchat
[3] edutwitter
[2] satchat
[2] masterychat
[2] edreform
[1] joyfulleaders
[1] studentcentered
[1] edleadership
[1] teachersupport

Top Hashtags in Tweet in G8:
[92] edchat
[12] susancolton
[10] education
[10] catherinebosley
[8] παιδεία
[7] 21steduskills
[7] edtech
[6] ipad
[5] teacherlife
[5] teachertwitter

Top Hashtags in Tweet in G9:
[8] edchat
[6] art
[6] adasarmy
[4] womeninstem
[2] stem
[2] maths
[2] education
[1] artdayeveryday
[1] inspiringstem
[1] women

Top Hashtags in Tweet in G10:
[54] edchat
[27] tlchat
[19] futurereadylibs
[14] edtech
[11] istelib
[10] stem
[8] thanksgiving
[7] teachers
[5] iowatl
[5] vanmeter

Top Words
Top Words in Tweet in Entire Graph:
[5081] #edchat
[1263] #edtech
[958] #edutwitter
[902] #education
[897] students
[895] tcea
[699] #k12
[649] #learning
[562] education
[555] more

Top Words in Tweet in G1:
[808] #edchat
[736] tcea
[441] #edutwitter
[315] #learning
[264] #teachertwitter
[205] ascd
[203] #k12
[191] #teacherlife
[187] #educoach
[186] thinking

Top Words in Tweet in G2:
[1212] #edchat
[803] #edtech
[413] #education
[346] education
[339] #k12
[202] #learning
[194] big
[182] students
[173] #redfored
[173] #tbats

Top Words in Tweet in G3:
[472] #edchat
[137] #education
[56] more
[53] learning
[52] students
[49] learn
[46] #edutwitter
[42] #teachers
[42] family
[39] #edtech

Top Words in Tweet in G4:
[175] #edchat
[129] #edtech
[121] #ditchbook
[119] #tlap
[113] #etcoaches
[99] mrshowell24
[87] #hacklearning
[82] #gsuiteedu
[79] tcea
[75] #educoach

Top Words in Tweet in G5:
[212] #edchat
[113] #edutwitter
[102] e_sheninger
[95] #suptchat
[76] #cpchat
[45] means
[44] equitable
[44] leader
[43] teacher
[43] #digilead

Top Words in Tweet in G6:
[241] #edchat
[70] sgthomas1973
[67] harveyalvy1
[59] tomwhitby
[55] shiftparadigm
[50] ritawirtz
[44] pandemic
[43] students
[41] more
[39] happy

Top Words in Tweet in G7:
[46] #edchat
[36] #cpchat
[35] netnuggets
[34] drdoug's
[19] drdouggreen
[9] mssackstein
[8] sciencealert
[8] way
[7] feedback
[6] rmbyrne

Top Words in Tweet in G8:
[92] #edchat
[41] drmarciatate
[39] susancolton2
[33] yourself
[25] don
[24] one
[23] supportive
[22] positive
[22] presence
[22] significant

Top Words in Tweet in G9:
[14] ada
[14] lovelace
[12] stem
[10] googleexpertuk
[8] #edchat
[7] adatheshow
[6] inspiringstem_n
[6] steam
[6] show
[6] putting

Top Words in Tweet in G10:
[70] choice
[69] shannonmmiller
[63] boards
[59] friends
[54] #edchat
[43] days
[43] making
[43] holiday
[42] 12
[39] december

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[612] #edchat,#edutwitter
[389] #edchat,#edtech
[305] #edchat,#k12
[285] #edtech,#edchat
[214] gt,gt
[193] ascd,#edchat
[192] #edutwitter,#k12
[187] #learning,#edchat
[186] higher,order
[186] order,thinking

Top Word Pairs in Tweet in G1:
[361] #edchat,#edutwitter
[171] #edutwitter,#k12
[171] ascd,#edchat
[168] strategies,assessing
[168] assessing,higher
[168] higher,order
[168] order,thinking
[168] thinking,ascd
[168] #edutwitter,#educoach
[164] #learning,#edchat

Top Word Pairs in Tweet in G2:
[293] #edchat,#edtech
[243] #edchat,#k12
[173] #redfored,#tbats
[172] big,education
[172] education,ape
[169] #tbats,#edchat
[164] #edtech,#edchat
[152] 2021,#redfored
[151] ape,top
[132] #k12,#learning

Top Word Pairs in Tweet in G3:
[59] #edchat,#education
[30] learn,more
[22] #mradampe,#pegeeks
[19] #googleei,#googleet
[15] #edtech,#edchat
[15] #edutwitter,#edchat
[15] #edchat,#edleaders
[15] #googleet,#googlepd
[14] #education,#edchat
[14] work,together

Top Word Pairs in Tweet in G4:
[121] #edtech,#ditchbook
[119] #ditchbook,#tlap
[112] #tlap,#etcoaches
[87] #etcoaches,#hacklearning
[82] #hacklearning,#gsuiteedu
[75] #gsuiteedu,#googleedu
[44] #googleedu,#celebrated
[36] tcea,user
[36] user,manual
[36] manual,design

Top Word Pairs in Tweet in G5:
[107] #edchat,#edutwitter
[84] #edutwitter,#suptchat
[75] #suptchat,#cpchat
[44] means,equitable
[44] equitable,leader
[44] leader,#edchat
[42] #cpchat,#digilead
[42] e_sheninger,means
[38] experience,best
[38] best,teacher

Top Word Pairs in Tweet in G6:
[27] shiftparadigm,harveyalvy1
[24] harveyalvy1,ritawirtz
[22] helping,others
[18] miracle,work
[18] work,happy
[18] happy,mother
[18] mother,teresa
[18] teresa,happy
[18] happy,helping
[18] others,find

Top Word Pairs in Tweet in G7:
[36] #edchat,#cpchat
[35] netnuggets,#edchat
[34] drdoug's,netnuggets
[18] drdouggreen,drdoug's
[8] #cpchat,sciencealert
[5] sciencealert,betamoroney
[5] betamoroney,chidambara09
[5] chidambara09,shakeuplearning
[5] shakeuplearning,pioneerspine
[5] pioneerspine,jalopnik

Top Word Pairs in Tweet in G8:
[22] positive,supportive
[22] supportive,presence
[22] presence,one
[22] one,significant
[22] significant,influences
[22] influences,student's
[22] student's,day
[22] day,strategy
[21] susancolton2,positive
[18] don,limit

Top Word Pairs in Tweet in G9:
[14] ada,lovelace
[6] stem,steam
[6] steam,show
[6] show,putting
[6] putting,#art
[6] #art,stem
[6] stem,ada
[6] lovelace,wrote
[6] wrote,world's
[6] world's,first

Top Word Pairs in Tweet in G10:
[62] choice,boards
[42] 12,days
[42] days,making
[34] 11,holiday
[27] december,choice
[25] friends,december
[25] boards,links
[25] links,11
[25] holiday,collection
[25] collection,12

Top Replied-To
Top Replied-To in Entire Graph:
@sgthomas1973
@tomwhitby
@shiftparadigm
@danacoledares
@kimramadan
@harveyalvy1
@oldbay84
@teamanastasis
@nyscate
@lavara1202

Top Replied-To in G1:
@kiddaroundnyc

Top Replied-To in G2:
@teamanastasis
@nyscate
@bbustamante55

Top Replied-To in G5:
@jjlozano
@teacher2teacher

Top Replied-To in G6:
@sgthomas1973
@tomwhitby
@shiftparadigm
@danacoledares
@kimramadan
@harveyalvy1
@oldbay84
@mrhooker
@dculberhouse
@chriskauter

Top Replied-To in G7:
@progeducat

Top Replied-To in G9:
@jeremyfarrar
@laserhaas01

Top Replied-To in G10:
@bookgirl614

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@ascd
@inner_drive
@mrshowell24
@e_sheninger
@coopmike48
@weareteachers
@edsource
@shannonmmiller
@sharemylesson

Top Mentioned in G1:
@tcea
@ascd
@inner_drive
@alalibrary
@teacheroffduty
@leeannjung
@erik_youngman
@elearngraphic
@elmagazine
@engagereaders

Top Mentioned in G2:
@coopmike48
@oodlu_tweets
@matthiefield
@edutopia
@edsurge
@edsource
@educationweek
@etr_in
@weareteachers
@mindshiftkqed

Top Mentioned in G3:
@2peasandadog
@mradampe
@banjialexander
@jprofnb
@mrjoshflores
@powereduup
@mscottonscorner
@brittlewindowz
@tsqvitinidze
@bookviral

Top Mentioned in G4:
@mrshowell24
@tcea
@alenord
@elearngraphic
@peardeck
@scottmpetri
@mrmatera
@everfi
@brandonbeckedu
@ascd

Top Mentioned in G5:
@e_sheninger
@teacher2teacher
@weareteachers
@tcea
@svetlikcs
@lernerbooks
@msphanlearns
@usps
@ewest2015
@verizon

Top Mentioned in G6:
@harveyalvy1
@sgthomas1973
@ritawirtz
@tomwhitby
@shiftparadigm
@nowakro
@danacoledares
@bamradionetwork
@iste
@lrobbteacher

Top Mentioned in G7:
@drdouggreen
@sciencealert
@mssackstein
@rmbyrne
@cultofpedagogy
@betamoroney
@chidambara09
@shakeuplearning
@pioneerspine
@jalopnik

Top Mentioned in G8:
@drmarciatate
@susancolton2
@cbosley19
@eduwells
@daskalosk
@hannahbeachedu
@tcea
@learningaccel
@nowakro
@nkerameus

Top Mentioned in G9:
@googleexpertuk
@inspiringstem_n
@adatheshow
@techagekids
@ukri_ceo
@jeremyfarrar
@womenwholead2
@eraseallkittens
@thepeopleshubuk
@braincures

Top Mentioned in G10:
@shannonmmiller
@capstonepub
@njliteracy
@vanmeterschools
@flipgridevents
@sljournal
@maker_maven
@bysticktogether
@peardeck
@buncee

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@jurylady5
@chidambara09
@raymond_norman
@susanneleist
@celebrainltd
@evankirstel
@coopmike48
@cybersecurityn8

Top Tweeters in G1:
@profesortbaker
@gabrielconstans
@kellylmckevitt
@algierslady
@kathleerowlands
@imagine_garden
@stressfreekids
@cripttext
@smartecocity
@stem_nastics

Top Tweeters in G2:
@susanneleist
@coopmike48
@jfsebastian146
@eraser
@education_24x7
@bar_zie
@mambre61
@codewithtwitchi
@getiftech
@pequeninwarrior

Top Tweeters in G3:
@nick_chater
@drpetra
@iconohash
@janebozarth
@hechternacht
@rimwellc
@2011teacher
@dubioseducator
@noapp4pedagogy
@mrjoshflores

Top Tweeters in G4:
@blkhwk0ps
@joedale
@blocht574
@tarafarah7
@businessolhs
@jenniferagates
@studysync
@vipulasharma1
@mrmatera
@impactwales

Top Tweeters in G5:
@aurora_umezawa
@abc
@forbes
@patrici20765403
@marcelamomberg
@bet
@fourcornersrock
@medpierre
@almost_jane
@teacher2teacher

Top Tweeters in G6:
@shiftparadigm
@joykirr
@angelamaiers
@dculberhouse
@stephenkelley85
@ritawirtz
@tomwhitby
@lrobbteacher
@dennisdill
@jonharper70bd

Top Tweeters in G7:
@chidambara09
@thesun
@nba
@yvesmulkers
@trainingmindful
@mssackstein
@elizawallace27
@junjudapi
@themerry_monk
@wired

Top Tweeters in G8:
@dianadi58
@krissymom2
@dotdor
@franzyfleck
@jackbuss22
@shermantara4
@stevevoisey
@eduwells
@rozitaz1
@taralisaacs

Top Tweeters in G9:
@evankirstel
@googleexpertuk
@marting8177
@ignaciovalle3
@nicochan33
@drumeshprabhu
@doctorow
@tristramwyatt
@laserhaas01
@suzannah_baron

Top Tweeters in G10:
@stephencgill
@jedipadmaster
@shannonmmiller
@buncee
@mraspinall
@stumpteacher
@sljournal
@nadiaawriter
@joe_sanfelippo
@lindsayncurrie