edchat, Twitter, 8/3/2020 5:04:27 PM, 231731


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edchat_2020-08-03_02-34-51.xlsx
edchat_2020-08-03_02-34-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 03, 2020
Short Description:
edchat via NodeXL https://bit.ly/2PkjDD1
@catlin_tucker
@markj_ohnson
@kathleenodean
@rdene915
@kyleniemis
@mtholfsen
@distancelrnbot
@justusnatuhwera
@nowakro
@stevewyborney

Top hashtags:
#edchat
#edtech
#education
#teachers
#distancelearning
#librarians
#k12

Description:
Description
The graph represents a network of 5,916 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, 03 August 2020 at 09:45 UTC.

The requested start date was Monday, 03 August 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 3-day, 21-hour, 28-minute period from Wednesday, 29 July 2020 at 12:16 UTC to Sunday, 02 August 2020 at 09:45 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 : 5916
Unique Edges : 3077
Edges With Duplicates : 12537
Total Edges : 15614
Number of Edge Types : 5
Retweet : 5150
MentionsInRetweet : 6493
Mentions : 2030
Tweet : 1860
Replies to : 81
Self-Loops : 1969
Reciprocated Vertex Pair Ratio : 0.0318675201781241
Reciprocated Edge Ratio : 0.0617666891436278
Connected Components : 614
Single-Vertex Connected Components : 304
Maximum Vertices in a Connected Component : 4358
Maximum Edges in a Connected Component : 12776
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.710069
Graph Density : 0.000211898674997442
Modularity : 0.445875
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,916 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, 03 August 2020 at 09:45 UTC.

The requested start date was Monday, 03 August 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 3-day, 21-hour, 28-minute period from Wednesday, 29 July 2020 at 12:16 UTC to Sunday, 02 August 2020 at 09:45 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:
[245] https://catlintucker.com/2020/04/offline-choice-board/
[34] https://catlintucker.com/2020/07/flipped-learning-flow-for-blended-or-online/
[33] https://www.pinterest.com/esheninger/remote-learning/
[25] https://www.events.buncee.com/?utm_source=twitter&utm_medium=social&utm_campaign=creativebeginnings
[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
[22] http://www.ascd.org/publications/educational-leadership/may20/vol77/num08/The-Trauma-We-Don't-See.aspx
[21] https://web.cvent.com/event/6ef5671f-dff5-4263-a774-3da15dab58c8/websitePage:d96aee74-d6aa-4c93-8bcb-048abaf2c09e
[17] http://2020.pgtb.me/Jqg1mZ
[16] https://principalsseminar.com/lp/tnt/
[14] https://shakeuplearning.com/blog/35-remote-learning-resources-for-teachers-and-schools/

Top URLs in Tweet in G1:
[25] https://www.events.buncee.com/?utm_source=twitter&utm_medium=social&utm_campaign=creativebeginnings
[24] 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
[20] https://web.cvent.com/event/6ef5671f-dff5-4263-a774-3da15dab58c8/websitePage:d96aee74-d6aa-4c93-8bcb-048abaf2c09e
[12] https://docs.google.com/presentation/d/1FXPvww1QtbD__7Xu8dfAH4R53s6BfCxfxgZTBaRBiZo/edit#slide=id.g35f391192_00
[10] https://www.k12prospects.com/?utm_source=facebook&utm_medium=posting-image&utm_campaign=quick-facts&utm_content=textlink
[10] https://t.ly/5dGq
[9] https://learningrevolution.com/
[9] https://www.k12prospects.com/projections-of-education-statistics-to-2019/?utm_source=twitter&utm_medium=posting-image&utm_campaign=projections-of-education-statistics-to-2019&utm_content=textlink
[9] https://teacherrebootcamp.com/2020/07/distance-learning-movement-and-fun-with-brain-breaks-and-gifs/
[8] https://www.techlearning.com/how-to/best-digital-icebreakers

Top URLs in Tweet in G2:
[198] https://catlintucker.com/2020/04/offline-choice-board/
[28] https://catlintucker.com/2020/07/flipped-learning-flow-for-blended-or-online/
[20] http://www.ascd.org/publications/educational-leadership/may20/vol77/num08/The-Trauma-We-Don't-See.aspx
[4] https://www.middleweb.com/43416/a-graphic-tale-remote-teaching-with-mr-fitz/
[4] https://www.definedlearning.com/blog/5-strategies-for-implementing-a-successful-stem-initiative/
[3] http://www.ascd.org/publications/educational-leadership/summer20/vol77/num10/Successfully-Taking-Offline-Classes-Online.aspx
[3] https://cybraryman.com/blendedlearning.html
[2] https://www.edutopia.org/article/3-brain-based-strategies-encourage-deeper-thinking
[2] https://catlintucker.com/2020/06/the-balance-featuring-dr-maria-hersey/
[2] https://catlintucker.com/2018/04/srm-alternative-group-formations/

Top URLs in Tweet in G3:
[17] http://2020.pgtb.me/Jqg1mZ
[1] https://www.amazon.com/hz/wishlist/ls/11JPRJIG7K7T1?ref_=wl_share
[1] https://twitter.com/nytimes/status/1289571601990606848
[1] https://twitter.com/MrTSci409/status/1273312483688751104
[1] https://edu.rsc.org/feature/how-to-build-pedagogical-content-knowledge/4012183.article

Top URLs in Tweet in G4:
[5] https://www.amazon.com/gp/product/1949595838/ref=dbs_a_def_rwt_bibl_vppi_i1
[5] http://www.globalmetacognition.com/
[4] https://iconohash.com:443/EdChat/2020-07-28
[4] http://itunes.apple.com/us/app/geometry-area-calculator/id492594326?mt=8
[4] http://tinyurl.com/6n3bxrw
[4] https://www.mrrobertsonscorner.com/
[3] https://ies.ed.gov/ncee/edlabs/regions/central/blog/flex-time-report.asp
[3] https://www.rafflecopter.com/rafl/display/f7c6ac9f16/
[3] https://www.facebook.com/groups/EducationalMetacognition/
[3] https://iconohash.com:443/

Top URLs in Tweet in G5:
[7] https://catlintucker.com/2020/04/offline-choice-board/
[3] 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
[2] https://blog.nassp.org/2020/07/30/fostering-collective-teacher-efficacy/?utm_content=bufferc6754&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.blessingmanifesting.com/2017/07/what-is-self-care.html
[2] https://www.teacherspayteachers.com/Product/Virtual-Writers-Notebook-for-Google-Classroom-TpT-Digital-Activity-5758819
[2] https://www.teacherspayteachers.com/Product/Back-to-School-Mega-Bundle-for-Google-Classroom-and-Distance-Learning-5735420
[2] https://www.teacherspayteachers.com/Product/Back-to-School-Virtual-Essential-3-Pack-for-Google-Classroom-Distance-Learning-5815491
[2] http://esheninger.blogspot.com/2020/07/tracking-covid-cases-to-better.html
[2] https://therobbreviewblog.com/
[1] https://blog.nassp.org/2020/07/28/four-steps-to-shift-perceptions-of-feedback/?utm_content=buffer70303&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[30] https://www.pinterest.com/esheninger/remote-learning/
[10] http://esheninger.blogspot.com/2020/07/preparation-for-what-comes-next.html
[8] http://esheninger.blogspot.com/2020/03/distance-learning-resources.html
[7] https://www.usatoday.com/story/opinion/2020/07/31/covid-19-education-online-learning-tools-classroom-column/5503493002/
[6] http://esheninger.blogspot.com/2018/04/relevance-is-fuel-of-learning.html
[5] http://esheninger.blogspot.com/2018/03/teacher-are-driving-force-of-change.html
[4] https://catlintucker.com/2020/04/offline-choice-board/
[3] http://blog.web20classroom.org/2017/05/the-tech-savvy-educator-6-areas-of.html
[3] https://apple.news/ADL26YHnNRwWX7_CkEwI-LQ
[2] https://www.usnews.com/news/business/articles/2020-08-01/virtual-school-teachers-want-to-improve-but-training-varies

Top URLs in Tweet in G7:
[7] https://sharemylesson.com/bts2020
[5] https://blog.education.nationalgeographic.org/2020/07/30/place-based-learning-exploring-and-unpacking-the-world-from-anywhere/
[3] https://www.youtube.com/watch?v=JNgl46mu4s4&feature=youtu.be

[2] https://www.youtube.com/watch?v=fNIkp2On2EE&feature=youtu.be

[2] https://sharemylesson.com/collections/summer-learning-webinars-july-16
[2] https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg30.jsp&link_id=1&can_id=65fe8bf893b6be202448cc7bf0b4c59e&source=email-next-week-webinar-on-building-a-pd-program-during-challenging-times&email_referrer=email_866453&email_subject=next-week-webinar-on-building-a-pd-program-during-challenging-times&eventid=2467045&sessionid=1&key=31F0F1473E40CDD3F3D6BB932408D1D6®Tag=&sourcepage=register
[2] https://scout.wisc.edu/archives/r92584/colors_of_nature
[2] https://www.youtube.com/watch?v=RnNdyCbwzn0&feature=youtu.be

[1] https://sharemylesson.com/teaching-resource/quality-education-for-girls
[1] https://sharemylesson.com/newsletter

Top URLs in Tweet in G8:
[3] https://catlintucker.com/2020/04/offline-choice-board/
[2] https://www.cultofpedagogy.com/ed-tech-tools-2019/
[2] https://www.cultofpedagogy.com/making-cooperative-learning-work-better/
[2] http://www.cultofpedagogy.com/single-point-rubric/
[2] http://bergman-udl.blogspot.com/2020/07/3-minute-crash-course-on-screencastify.html
[2] http://bergman-udl.blogspot.com/2020/07/create-accessible-learning.html
[1] https://www.youtube.com/watch?v=L71YblOBVAA

[1] https://www.youtube.com/watch?v=gjmcxax9VV0&feature=youtu.be

[1] https://grownandflown.com/lion-in-classroom-note-principal/
[1] https://twitter.com/gimkit/status/1288504614195613696

Top URLs in Tweet in G9:
[1] https://www.youtube.com/playlist?list=PL9womXq-z7vAHDpuPBnLMu4-g1S5e2V8k

[1] https://medium.com/tech-based-teaching/read-y-to-learn-five-brainy-books-on-teaching-and-learning-e1e5ddf7344c?utm_content=buffer7569d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.retrievalpractice.org/strategies/2018/6/29/cumulative-exams?utm_content=buffer02681&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.learningscientists.org/blog/2020/7/9-1
[1] https://www.pinterest.com/esheninger/remote-learning/
[1] https://www.youtube.com/playlist?list=PL-hz0N-pNNylj7aBD9NSCxDyh_aRM2OpJ


Top URLs in Tweet in G10:
[1] https://twitter.com/DrZoeHyde/status/1286985284102443008

Top Domains
Top Domains in Tweet in Entire Graph:
[365] twitter.com
[302] catlintucker.com
[116] blogspot.com
[112] youtube.com
[79] thepaperlesstrail.com
[63] amazon.com
[62] google.com
[48] k12prospects.com
[36] ascd.org
[35] shakeuplearning.com

Top Domains in Tweet in G1:
[73] twitter.com
[48] k12prospects.com
[47] blogspot.com
[31] amazon.com
[29] youtube.com
[27] buncee.com
[27] google.com
[26] cvent.com
[23] teacherfy.com
[15] edtechreview.in

Top Domains in Tweet in G2:
[241] catlintucker.com
[31] ascd.org
[11] definedlearning.com
[9] twitter.com
[8] middleweb.com
[6] blogspot.com
[5] bit.ly
[4] edutopia.org
[4] cybraryman.com
[2] wordpress.com

Top Domains in Tweet in G3:
[17] pgtb.me
[2] twitter.com
[1] amazon.com
[1] rsc.org

Top Domains in Tweet in G4:
[57] twitter.com
[13] apple.com
[12] co.uk
[12] careerarc.com
[11] iconohash.com
[10] amazon.com
[10] globalmetacognition.com
[10] mradampe.com
[8] youtube.com
[7] edutopia.org

Top Domains in Tweet in G5:
[16] teacherspayteachers.com
[7] catlintucker.com
[6] edutopia.org
[5] nassp.org
[4] youtube.com
[3] routledge.com
[2] blessingmanifesting.com
[2] everfi.com
[2] blogspot.com
[2] therobbreviewblog.com

Top Domains in Tweet in G6:
[34] blogspot.com
[31] pinterest.com
[7] usatoday.com
[7] twitter.com
[6] web20classroom.org
[4] edweek.org
[4] catlintucker.com
[4] apple.news
[2] usnews.com
[2] theschoolhouse302.com

Top Domains in Tweet in G7:
[31] sharemylesson.com
[14] youtube.com
[8] twitter.com
[5] nationalgeographic.org
[2] zoom.us
[2] on24.com
[2] wisc.edu
[1] google.com
[1] aft.org
[1] sbh4all.org

Top Domains in Tweet in G8:
[6] cultofpedagogy.com
[6] catlintucker.com
[4] blogspot.com
[2] youtube.com
[1] grownandflown.com
[1] twitter.com
[1] smore.com

Top Domains in Tweet in G9:
[2] youtube.com
[1] medium.com
[1] retrievalpractice.org
[1] learningscientists.org
[1] pinterest.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3868] edchat
[804] edtech
[574] education
[539] teachers
[329] distancelearning
[317] librarians
[301] k12
[279] remotelearning
[232] covid19
[180] edutwitter



Top Hashtags in Tweet in G1:
[653] edchat
[278] edtech
[189] k12
[170] education
[116] microsoftteams
[109] distancelearning
[103] microsoftedu
[94] edreform
[88] remotelearning
[85] edcolo

Top Hashtags in Tweet in G2:
[367] edchat
[33] blendedlearning
[25] mschat
[23] distancelearning
[21] caedchat
[20] edtech
[16] leadupchat
[14] education
[13] onlinelearning
[13] pbl

Top Hashtags in Tweet in G3:
[314] teachers
[312] librarians
[22] edchat
[4] ukedchat
[3] giveaway
[3] books
[3] scienceexperiments
[3] technology
[3] scied
[3] coronavirus

Top Hashtags in Tweet in G4:
[480] edchat
[97] edtech
[88] education
[79] teachers
[34] learning
[30] k12
[28] edutwitter
[27] educhat
[25] schoolsreopening
[24] parents

Top Hashtags in Tweet in G5:
[106] edchat
[24] distancelearning
[20] selfcare
[20] education
[19] growthmindset
[18] buildhopeedu
[18] pandemic
[16] edtech
[15] googleclassroom
[14] teacherspayteachers

Top Hashtags in Tweet in G6:
[126] edchat
[41] remoteteaching
[23] remotelearning
[15] edtech
[14] edutwitter
[12] suptchat
[9] cpchat
[7] education
[7] covidedu
[7] blendedlearning

Top Hashtags in Tweet in G7:
[78] edchat
[29] distancelearning
[16] educhat
[15] covid19
[14] backtoschool
[11] science
[10] safety
[10] edtech
[9] stem
[7] eidaladha

Top Hashtags in Tweet in G8:
[23] edchat
[8] remotelearning
[7] edtech
[5] feedback
[5] videoconference
[3] teachers
[2] hamilton
[2] sbpdchat
[2] thankq
[2] cooperativelearning

Top Hashtags in Tweet in G9:
[21] edchat
[14] ukedchat
[11] science
[11] nqtchat
[11] aussieed
[9] ittchat
[6] powerfulteaching
[6] highered
[2] aqascience
[2] teamscience

Top Hashtags in Tweet in G10:
[123] covid19
[2] schoolreopening
[2] edutwitter
[2] edchat
[2] edchateu
[2] auspol
[2] schulen
[2] école
[2] enfants
[2] schools

Top Words
Top Words in Tweet in Entire Graph:
[3869] #edchat
[1207] learning
[896] school
[876] students
[804] #edtech
[732] teachers
[705] follow
[590] week
[575] #education
[571] online

Top Words in Tweet in G1:
[654] #edchat
[278] #edtech
[210] learning
[200] mtholfsen
[190] #k12
[171] #education
[159] edu
[132] students
[116] #microsoftteams
[115] join

Top Words in Tweet in G2:
[397] offline
[367] #edchat
[344] catlin_tucker
[283] learning
[269] online
[198] choice
[198] boards
[198] integrating
[198] class
[99] teachers

Top Words in Tweet in G3:
[584] follow
[325] back
[314] #teachers
[312] week
[312] giveaway
[312] #librarians
[312] retweet
[312] already
[310] kathleenodean
[273] picture

Top Words in Tweet in G4:
[480] #edchat
[97] #edtech
[88] #education
[79] #teachers
[61] learning
[55] school
[50] students
[37] check
[34] #learning
[33] teachers

Top Words in Tweet in G5:
[106] #edchat
[79] nowakro
[71] teachers
[56] teacher2teacher
[55] more
[53] wasemjeff
[44] time
[44] hope
[42] keep
[41] teacher

Top Words in Tweet in G6:
[126] #edchat
[76] learning
[64] e_sheninger
[53] remote
[41] resources
[41] #remoteteaching
[40] instructional
[39] help
[35] teaching
[31] web20classroom

Top Words in Tweet in G7:
[78] #edchat
[50] aftunion
[40] aftteach
[35] sharemylesson
[29] #distancelearning
[28] school
[25] learning
[19] live
[17] students
[17] today

Top Words in Tweet in G8:
[122] video
[121] use
[121] kyleniemis
[119] time
[118] students
[117] send
[116] flipgrid
[115] here's
[114] anyone
[114] having

Top Words in Tweet in G9:
[115] course
[114] multiplication
[112] stevewyborney
[87] youtube
[86] week
[85] share
[85] completed
[85] entirely
[85] free
[85] channel

Top Words in Tweet in G10:
[124] schools
[124] reopen
[124] safely
[123] drzoehyde
[123] #covid19
[122] updated
[122] thread
[122] children
[122] summarising
[122] latest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[317] back,week
[317] giveaway,#teachers
[317] #teachers,#librarians
[317] #librarians,retweet
[317] retweet,follow
[317] follow,already
[315] kathleenodean,back
[288] #edtech,#edchat
[277] week,picture
[277] picture,book

Top Word Pairs in Tweet in G1:
[83] highly,recommend
[83] recommend,everyone
[83] everyone,#microsoftedu
[83] #microsoftedu,follow
[83] follow,msftengageedu
[83] msftengageedu,account
[83] account,edu
[83] edu,engagement
[82] mtholfsen,highly
[79] #edchat,#edtech

Top Word Pairs in Tweet in G2:
[199] learning,online
[198] offline,choice
[198] choice,boards
[198] boards,integrating
[198] integrating,offline
[198] offline,learning
[198] online,class
[196] class,#edchat
[195] catlin_tucker,offline
[85] feedback,one

Top Word Pairs in Tweet in G3:
[312] back,week
[312] giveaway,#teachers
[312] #teachers,#librarians
[312] #librarians,retweet
[312] retweet,follow
[312] follow,already
[310] kathleenodean,back
[273] week,picture
[273] picture,book
[273] book,giveaway

Top Word Pairs in Tweet in G4:
[39] #edtech,#edchat
[31] #edchat,#education
[29] #edchat,#edtech
[19] #education,#parents
[19] #parents,#teachers
[18] #edchat,#teachers
[18] #schoolsreopening,#edchat
[18] #teachers,#educhat
[17] #education,#edchat
[17] #math,#techtalk

Top Word Pairs in Tweet in G5:
[36] more,matters
[36] matters,teachers
[36] teachers,aps
[36] aps,superintendents
[36] superintendents,aides
[36] aides,directors
[36] directors,office
[36] office,staff
[36] staff,principals
[35] wasemjeff,more

Top Word Pairs in Tweet in G6:
[37] learning,#edchat
[33] teaching,learning
[32] #edchat,#remoteteaching
[31] resources,help
[30] help,successfully
[30] successfully,implement
[30] implement,remote
[30] remote,teaching
[28] e_sheninger,resources
[28] #remoteteaching,#rem

Top Word Pairs in Tweet in G7:
[25] aftunion,aftteach
[16] #edchat,#educhat
[13] lesson,plan
[11] #distancelearning,aftunion
[10] based,#science
[10] #science,#safety
[10] #safety,stakeholder
[10] stakeholder,involvement
[10] involvement,aftunion
[10] aftunion,updating

Top Word Pairs in Tweet in G8:
[117] video,send
[114] anyone,having
[114] having,students
[114] students,use
[114] use,flipgrid
[114] flipgrid,first
[114] first,time
[114] time,here's
[114] here's,short
[114] short,video

Top Word Pairs in Tweet in G9:
[114] multiplication,course
[85] week,share
[85] share,completed
[85] completed,multiplication
[85] course,entirely
[85] entirely,free
[85] free,youtube
[85] youtube,channel
[84] stevewyborney,week
[84] channel,availa

Top Word Pairs in Tweet in G10:
[124] schools,reopen
[124] reopen,safely
[122] updated,thread
[122] thread,children
[122] children,#covid19
[122] #covid19,summarising
[122] summarising,latest
[122] latest,research
[122] research,summary
[122] summary,schools

Top Replied-To
Top Replied-To in Entire Graph:
@anuka_dey
@uft
@globaledcollect
@edweekedtech
@julieyoungedu
@kmishmael
@fadytabbara
@danhenderson86
@commonlit
@ipevo

Top Replied-To in G1:
@edweekedtech
@sarahclongshore
@bvsdcolorado
@jaimedonally
@sig225
@cpoole27
@73newport

Top Replied-To in G2:
@edcommission
@theseventyfour
@naesp

Top Replied-To in G3:
@authorjwiller
@schoolspecialty

Top Replied-To in G5:
@teacher2teacher

Top Replied-To in G6:
@harveyalvy1

Top Replied-To in G7:
@neusolidarity
@walshsallyf1
@pittsburghpg
@spisakdanielle
@nsno_nola

Top Mentioned
Top Mentioned in Entire Graph:
@catlin_tucker
@kathleenodean
@mtholfsen
@kyleniemis
@rdene915
@drzoehyde
@stevewyborney
@drmarciatate
@fixingeducation
@msftengageedu

Top Mentioned in G1:
@mtholfsen
@rdene915
@msftengageedu
@cueinc
@k12prospects
@tcea
@mcleod
@buncee
@thriveinedu
@mrkempnz

Top Mentioned in G2:
@catlin_tucker
@elmagazine
@denasimmons
@tylanasaurusrex
@middleweb
@definedlearning
@ascd
@drvmayfield
@walterindc
@jaymctighe

Top Mentioned in G3:
@kathleenodean
@schoolspecialty
@mrsapia_teach
@hollyjohnson201
@authorjwiller
@missnikkiin5th
@rsc_eic
@brewerhm
@nlesd
@andrewcweber

Top Mentioned in G4:
@mradampe
@adchempages
@brbrasseur
@iciarasolutions
@des4edu
@cognitaschools
@relnetworkltd
@mseideman
@bluefrogtoys
@basnettj

Top Mentioned in G5:
@nowakro
@teacher2teacher
@wasemjeff
@edutopia
@erik_youngman
@ms_manning20
@msreidenglish
@catlin_tucker
@mindsetworks
@gpbeducation

Top Mentioned in G6:
@e_sheninger
@web20classroom
@petermdewitt
@tomwhitby
@johncattusa
@csmithgoblue
@pblworks
@son1bun
@emma_turner75
@mssackstein

Top Mentioned in G7:
@aftunion
@aftteach
@sharemylesson
@youtube
@gcleolaiocht
@hassandabbagh
@newshourextra
@juliehstern
@badassteachersa
@letstalkscience

Top Mentioned in G8:
@kyleniemis
@catlin_tucker
@theclassroomq
@cainteachertech
@cultofpedagogy
@elenavercher
@screencastify
@flipgrid
@joshgimkit
@mattbergman14

Top Mentioned in G9:
@stevewyborney
@retrievelearn
@edutecheditor
@leonardhoux
@learningandtheb
@teacherchalky1
@kathleenodean
@poojaagarwal
@patricebain1
@e_sheninger

Top Mentioned in G10:
@drzoehyde
@ot_expert

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@jurylady5
@iartg
@aaroncuddeback
@bkindngood
@marthalynneowe1
@phendricks71
@eraser
@lynch39083

Top Tweeters in G1:
@eraser
@lynch39083
@huffpost
@trippbraden
@bar_zie
@samsungindia
@marypcbuk
@tamraraven
@wmchamberlain
@theweirdteacher

Top Tweeters in G2:
@jurylady5
@usatoday
@donnalburnell
@brajkovicdb
@lookforsun
@ummismaelsf
@mgcjusa
@cybraryman1
@ivon_ehd1
@publichealthmap

Top Tweeters in G3:
@nplace1
@baddersfreak
@mich_lee11
@masonsmvp
@kpteach5
@normanross04
@annamaescheuerm
@jcamp2020
@ventura_omaha
@aamy4ever

Top Tweeters in G4:
@peady
@mrhappy4870
@bluefrogtoys
@educatormaguk
@iconohash
@elemenous
@worldlillie
@cristama
@idarknight
@21stprincipal

Top Tweeters in G5:
@lalojimjuarez
@viralvideovlogs
@shannon91981
@staradvertiser
@gdorn1
@erobbprincipal
@teacher2teacher
@mrkitmath
@justusnatuhwera
@bethhill2829

Top Tweeters in G6:
@mssackstein
@shiftparadigm
@techninjatodd
@web20classroom
@blocht574
@tomwhitby
@e_sheninger
@teacherhead
@jonharper70bd
@julnilsmith

Top Tweeters in G7:
@loudlysilent
@academicchatter
@newshour
@kdka
@rweingarten
@badassteachersa
@hartfordcourant
@susannadw
@courosa
@trekkerteach12

Top Tweeters in G8:
@indigohawthorne
@flipgrid
@madamemoodle
@janetrwojcikphd
@grownandflown
@elearningpros
@xsune
@taralson
@tdishelton
@gridpalgeorge

Top Tweeters in G9:
@gregbcurran
@stevewyborney
@teacherchalky1
@marknechanicky
@jillemacd
@ducpetra
@johannmundy
@crystalkirch
@lcelliottfcps
@paddyshevlin

Top Tweeters in G10:
@kimvie
@moniquedhooghe
@deniseshrivell
@pmagn
@seonaidsnail
@mrmcenaney
@stuartbudd1
@matthaggis666
@miketientee
@_eleanorina


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